{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 期中作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据导入与处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-11-18\n"
     ]
    }
   ],
   "source": [
    "import numpy as np # 数据处理最重要的模块\n",
    "import pandas as pd # 数据处理最重要的模块\n",
    "import scipy.stats as stats # 统计模块\n",
    "import scipy\n",
    "# import pymysql  # 导入数据库模块\n",
    "\n",
    "from datetime import datetime # 时间模块\n",
    "import statsmodels.formula.api as smf  # OLS regression\n",
    "\n",
    "# import pyreadr # read RDS file\n",
    "\n",
    "from matplotlib import style\n",
    "import matplotlib.pyplot as plt  # 画图模块\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "\n",
    "from matplotlib.font_manager import FontProperties # 作图中文\n",
    "from pylab import mpl\n",
    "#mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "\n",
    "#输出矢量图 渲染矢量图\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "from IPython.core.interactiveshell import InteractiveShell # jupyter运行输出的模块\n",
    "#显示每一个运行结果\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "#设置行不限制数量\n",
    "#pd.set_option('display.max_rows',None)\n",
    "\n",
    "#设置列不限制数量\n",
    "pd.set_option('display.max_columns', None)\n",
    "import time\n",
    "current_time = time.strftime(\"%Y-%m-%d\",time.localtime())\n",
    "print(current_time)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Money</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-12-19</th>\n",
       "      <td></td>\n",
       "      <td>96.0500</td>\n",
       "      <td>99.9800</td>\n",
       "      <td>95.7900</td>\n",
       "      <td>99.9800</td>\n",
       "      <td>126000</td>\n",
       "      <td>4.940000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-20</th>\n",
       "      <td>99.98</td>\n",
       "      <td>104.3000</td>\n",
       "      <td>104.3900</td>\n",
       "      <td>99.9800</td>\n",
       "      <td>104.3900</td>\n",
       "      <td>19700</td>\n",
       "      <td>8.400000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-21</th>\n",
       "      <td>104.39</td>\n",
       "      <td>109.0700</td>\n",
       "      <td>109.1300</td>\n",
       "      <td>103.7300</td>\n",
       "      <td>109.1300</td>\n",
       "      <td>2800</td>\n",
       "      <td>1.600000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-24</th>\n",
       "      <td>109.13</td>\n",
       "      <td>113.5700</td>\n",
       "      <td>114.5500</td>\n",
       "      <td>109.1300</td>\n",
       "      <td>114.5500</td>\n",
       "      <td>3200</td>\n",
       "      <td>3.100000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-25</th>\n",
       "      <td>114.55</td>\n",
       "      <td>120.0900</td>\n",
       "      <td>120.2500</td>\n",
       "      <td>114.5500</td>\n",
       "      <td>120.2500</td>\n",
       "      <td>1500</td>\n",
       "      <td>6.000000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-25</th>\n",
       "      <td>2901.9518</td>\n",
       "      <td>2891.8918</td>\n",
       "      <td>2897.7674</td>\n",
       "      <td>2872.8497</td>\n",
       "      <td>2886.7416</td>\n",
       "      <td>27463950000</td>\n",
       "      <td>2.732820e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-26</th>\n",
       "      <td>2886.7416</td>\n",
       "      <td>2885.9953</td>\n",
       "      <td>2899.1162</td>\n",
       "      <td>2875.3959</td>\n",
       "      <td>2890.8973</td>\n",
       "      <td>27838753600</td>\n",
       "      <td>2.754430e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-29</th>\n",
       "      <td>2890.8973</td>\n",
       "      <td>2889.4726</td>\n",
       "      <td>2898.9512</td>\n",
       "      <td>2878.5825</td>\n",
       "      <td>2891.8453</td>\n",
       "      <td>25689972700</td>\n",
       "      <td>2.600950e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-30</th>\n",
       "      <td>2891.8453</td>\n",
       "      <td>2885.2152</td>\n",
       "      <td>2885.2152</td>\n",
       "      <td>2865.1493</td>\n",
       "      <td>2879.2996</td>\n",
       "      <td>26247883700</td>\n",
       "      <td>2.694770e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>2879.2996</td>\n",
       "      <td>2877.5409</td>\n",
       "      <td>2940.5927</td>\n",
       "      <td>2876.3009</td>\n",
       "      <td>2938.7493</td>\n",
       "      <td>41272341700</td>\n",
       "      <td>4.188720e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8210 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Preclose       Open    Highest     Lowest      Close  \\\n",
       "Day                                                                 \n",
       "1990-12-19               96.0500    99.9800    95.7900    99.9800   \n",
       "1990-12-20      99.98   104.3000   104.3900    99.9800   104.3900   \n",
       "1990-12-21     104.39   109.0700   109.1300   103.7300   109.1300   \n",
       "1990-12-24     109.13   113.5700   114.5500   109.1300   114.5500   \n",
       "1990-12-25     114.55   120.0900   120.2500   114.5500   120.2500   \n",
       "...               ...        ...        ...        ...        ...   \n",
       "2024-07-25  2901.9518  2891.8918  2897.7674  2872.8497  2886.7416   \n",
       "2024-07-26  2886.7416  2885.9953  2899.1162  2875.3959  2890.8973   \n",
       "2024-07-29  2890.8973  2889.4726  2898.9512  2878.5825  2891.8453   \n",
       "2024-07-30  2891.8453  2885.2152  2885.2152  2865.1493  2879.2996   \n",
       "2024-07-31  2879.2996  2877.5409  2940.5927  2876.3009  2938.7493   \n",
       "\n",
       "                 Volume         Money  \n",
       "Day                                    \n",
       "1990-12-19       126000  4.940000e+05  \n",
       "1990-12-20        19700  8.400000e+04  \n",
       "1990-12-21         2800  1.600000e+04  \n",
       "1990-12-24         3200  3.100000e+04  \n",
       "1990-12-25         1500  6.000000e+03  \n",
       "...                 ...           ...  \n",
       "2024-07-25  27463950000  2.732820e+11  \n",
       "2024-07-26  27838753600  2.754430e+11  \n",
       "2024-07-29  25689972700  2.600950e+11  \n",
       "2024-07-30  26247883700  2.694770e+11  \n",
       "2024-07-31  41272341700  4.188720e+11  \n",
       "\n",
       "[8210 rows x 7 columns]"
      ]
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"000001.csv\")\n",
    "data['Day'] = pd.to_datetime(data['Day'],format='%Y/%m/%d')\n",
    "data.set_index('Day',inplace=True)#做矩阵变换，方便后面矩阵的运算！\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-12-31</th>\n",
       "      <td>0.276355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-01-31</th>\n",
       "      <td>0.018494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-02-28</th>\n",
       "      <td>0.023390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.096384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.052001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>0.008622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>0.020932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>404 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return\n",
       "Day                 \n",
       "1990-12-31  0.276355\n",
       "1991-01-31  0.018494\n",
       "1991-02-28  0.023390\n",
       "1991-03-31 -0.096384\n",
       "1991-04-30 -0.052001\n",
       "...              ...\n",
       "2024-03-31  0.008622\n",
       "2024-04-30  0.020932\n",
       "2024-05-31 -0.005801\n",
       "2024-06-30 -0.038684\n",
       "2024-07-31 -0.009656\n",
       "\n",
       "[404 rows x 1 columns]"
      ]
     },
     "execution_count": 423,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Close'] = pd.to_numeric(data['Close'])#向量法计算循环语句\n",
    "data['Preclose'] = data['Close'].shift(1)#延一期(?)\n",
    "data['Return'] = ((data['Close'] - data['Preclose']) / (data['Preclose']))\n",
    "Month_data = data.resample('ME')['Return'].apply(lambda x: (1+x).prod()-1).to_frame()#month月利率计算\n",
    "Month_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-01-31</th>\n",
       "      <td>-0.058966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-02-28</th>\n",
       "      <td>0.095803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-03-31</th>\n",
       "      <td>-0.095528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-30</th>\n",
       "      <td>-0.018701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-05-31</th>\n",
       "      <td>-0.084898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>0.008622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>0.020932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return\n",
       "Day                 \n",
       "2005-01-31 -0.058966\n",
       "2005-02-28  0.095803\n",
       "2005-03-31 -0.095528\n",
       "2005-04-30 -0.018701\n",
       "2005-05-31 -0.084898\n",
       "...              ...\n",
       "2024-03-31  0.008622\n",
       "2024-04-30  0.020932\n",
       "2024-05-31 -0.005801\n",
       "2024-06-30 -0.038684\n",
       "2024-07-31 -0.009656\n",
       "\n",
       "[235 rows x 1 columns]"
      ]
     },
     "execution_count": 424,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data3 = Month_data['2005':].copy()#选取数据范围\n",
    "Month_data3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>com_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005-01-31</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2005-02-28</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2005-03-31</td>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2005-04-30</td>\n",
       "      <td>95.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2005-05-31</td>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>2024-03-31</td>\n",
       "      <td>91.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>2024-04-30</td>\n",
       "      <td>89.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>2024-05-31</td>\n",
       "      <td>87.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>2024-06-30</td>\n",
       "      <td>87.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>2024-07-31</td>\n",
       "      <td>87.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date  com_index\n",
       "0   2005-01-31       94.0\n",
       "1   2005-02-28       94.5\n",
       "2   2005-03-31       95.4\n",
       "3   2005-04-30       95.2\n",
       "4   2005-05-31       95.4\n",
       "..         ...        ...\n",
       "230 2024-03-31       91.2\n",
       "231 2024-04-30       89.8\n",
       "232 2024-05-31       87.7\n",
       "233 2024-06-30       87.4\n",
       "234 2024-07-31       87.1\n",
       "\n",
       "[235 rows x 2 columns]"
      ]
     },
     "execution_count": 425,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1 = pd.read_csv(\"D:\\桌面\\消费者预期指数.csv\")\n",
    "data_1['Date'] = pd.to_datetime(data_1['Date'],format='%Y/%m/%d')\n",
    "data_1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>com_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-01-31</th>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-02-28</th>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-03-31</th>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-30</th>\n",
       "      <td>95.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-05-31</th>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>91.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>89.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>87.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>87.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>87.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            com_index\n",
       "Date                 \n",
       "2005-01-31       94.0\n",
       "2005-02-28       94.5\n",
       "2005-03-31       95.4\n",
       "2005-04-30       95.2\n",
       "2005-05-31       95.4\n",
       "...               ...\n",
       "2024-03-31       91.2\n",
       "2024-04-30       89.8\n",
       "2024-05-31       87.7\n",
       "2024-06-30       87.4\n",
       "2024-07-31       87.1\n",
       "\n",
       "[235 rows x 1 columns]"
      ]
     },
     "execution_count": 426,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1.iloc[:, 0] = pd.to_datetime(data_1.iloc[:, 0], format='%Y%m%d')\n",
    "# 确保索引是datetime类型\n",
    "data_1.index =data_1.iloc[:,0]\n",
    "# 选取截至2024年7月的数据\n",
    "data_1 = data_1[data_1.index <= '2024-07-31'].iloc[:,1:].copy()\n",
    "data_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>com_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-01-31</th>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-02-28</th>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-03-31</th>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-30</th>\n",
       "      <td>95.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-05-31</th>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>91.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>89.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>87.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>87.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>87.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            com_index\n",
       "Date                 \n",
       "2005-01-31       94.0\n",
       "2005-02-28       94.5\n",
       "2005-03-31       95.4\n",
       "2005-04-30       95.2\n",
       "2005-05-31       95.4\n",
       "...               ...\n",
       "2024-03-31       91.2\n",
       "2024-04-30       89.8\n",
       "2024-05-31       87.7\n",
       "2024-06-30       87.4\n",
       "2024-07-31       87.1\n",
       "\n",
       "[235 rows x 1 columns]"
      ]
     },
     "execution_count": 427,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1['com_index']=pd.to_numeric(data_1['com_index'])\n",
    "data_1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 合并数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>com_index</th>\n",
       "      <th>lag_com</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-01-31</th>\n",
       "      <td>94.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-02-28</th>\n",
       "      <td>94.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-03-31</th>\n",
       "      <td>95.4</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-30</th>\n",
       "      <td>95.2</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-05-31</th>\n",
       "      <td>95.4</td>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>91.2</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>89.8</td>\n",
       "      <td>89.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>87.7</td>\n",
       "      <td>91.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>87.4</td>\n",
       "      <td>89.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>87.1</td>\n",
       "      <td>87.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            com_index  lag_com\n",
       "Date                          \n",
       "2005-01-31       94.0      NaN\n",
       "2005-02-28       94.5      NaN\n",
       "2005-03-31       95.4     94.0\n",
       "2005-04-30       95.2     94.5\n",
       "2005-05-31       95.4     95.4\n",
       "...               ...      ...\n",
       "2024-03-31       91.2     88.9\n",
       "2024-04-30       89.8     89.6\n",
       "2024-05-31       87.7     91.2\n",
       "2024-06-30       87.4     89.8\n",
       "2024-07-31       87.1     87.7\n",
       "\n",
       "[235 rows x 2 columns]"
      ]
     },
     "execution_count": 428,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1['lag_com']=data_1['com_index'].shift(2)\n",
    "data_1['lag_com']=pd.to_numeric(data_1['lag_com'])\n",
    "#cpi2进行延后两期处理：因为预测的cpi要提前一期（1）+cpi指数延后一期报道（1）\n",
    "data_1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "      <th>com_index</th>\n",
       "      <th>lag_com</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-01-31</th>\n",
       "      <td>-0.058966</td>\n",
       "      <td>94.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-02-28</th>\n",
       "      <td>0.095803</td>\n",
       "      <td>94.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-03-31</th>\n",
       "      <td>-0.095528</td>\n",
       "      <td>95.4</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-30</th>\n",
       "      <td>-0.018701</td>\n",
       "      <td>95.2</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-05-31</th>\n",
       "      <td>-0.084898</td>\n",
       "      <td>95.4</td>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>0.008622</td>\n",
       "      <td>91.2</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>0.020932</td>\n",
       "      <td>89.8</td>\n",
       "      <td>89.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "      <td>87.7</td>\n",
       "      <td>91.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "      <td>87.4</td>\n",
       "      <td>89.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "      <td>87.1</td>\n",
       "      <td>87.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return  com_index  lag_com\n",
       "Day                                     \n",
       "2005-01-31 -0.058966       94.0      NaN\n",
       "2005-02-28  0.095803       94.5      NaN\n",
       "2005-03-31 -0.095528       95.4     94.0\n",
       "2005-04-30 -0.018701       95.2     94.5\n",
       "2005-05-31 -0.084898       95.4     95.4\n",
       "...              ...        ...      ...\n",
       "2024-03-31  0.008622       91.2     88.9\n",
       "2024-04-30  0.020932       89.8     89.6\n",
       "2024-05-31 -0.005801       87.7     91.2\n",
       "2024-06-30 -0.038684       87.4     89.8\n",
       "2024-07-31 -0.009656       87.1     87.7\n",
       "\n",
       "[235 rows x 3 columns]"
      ]
     },
     "execution_count": 429,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_com=pd.merge(Month_data3,data_1,left_index=True,right_index=True,how='left')\n",
    "data_com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 430,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2c012d4b620>]"
      ]
     },
     "execution_count": 430,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Market Return')"
      ]
     },
     "execution_count": 430,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(array([12418., 12784., 13149., 13514., 13879., 14245., 14610., 14975.,\n",
       "        15340., 15706., 16071., 16436., 16801., 17167., 17532., 17897.,\n",
       "        18262., 18628., 18993., 19358., 19723., 20089.]),\n",
       " [Text(12418.0, 0, '2004'),\n",
       "  Text(12784.0, 0, '2005'),\n",
       "  Text(13149.0, 0, '2006'),\n",
       "  Text(13514.0, 0, '2007'),\n",
       "  Text(13879.0, 0, '2008'),\n",
       "  Text(14245.0, 0, '2009'),\n",
       "  Text(14610.0, 0, '2010'),\n",
       "  Text(14975.0, 0, '2011'),\n",
       "  Text(15340.0, 0, '2012'),\n",
       "  Text(15706.0, 0, '2013'),\n",
       "  Text(16071.0, 0, '2014'),\n",
       "  Text(16436.0, 0, '2015'),\n",
       "  Text(16801.0, 0, '2016'),\n",
       "  Text(17167.0, 0, '2017'),\n",
       "  Text(17532.0, 0, '2018'),\n",
       "  Text(17897.0, 0, '2019'),\n",
       "  Text(18262.0, 0, '2020'),\n",
       "  Text(18628.0, 0, '2021'),\n",
       "  Text(18993.0, 0, '2022'),\n",
       "  Text(19358.0, 0, '2023'),\n",
       "  Text(19723.0, 0, '2024'),\n",
       "  Text(20089.0, 0, '2025')])"
      ]
     },
     "execution_count": 430,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"728.960937pt\" height=\"272.21445pt\" viewBox=\"0 0 728.960937 272.21445\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-11-18T10:54:02.322966</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 272.21445 \n",
       "L 728.960937 272.21445 \n",
       "L 728.960937 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 232.56445 \n",
       "L 721.760938 232.56445 \n",
       "L 721.760938 10.80445 \n",
       "L 52.160938 10.80445 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m4ef67e6eb7\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"80.032799\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(82.792174 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"111.234239\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2006 -->\n",
       "      <g transform=\"translate(113.993614 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"142.435679\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2007 -->\n",
       "      <g transform=\"translate(145.195054 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"173.637119\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(176.396494 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"204.924043\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2009 -->\n",
       "      <g transform=\"translate(207.683418 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"236.125483\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(238.884858 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"267.326923\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2011 -->\n",
       "      <g transform=\"translate(270.086298 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"298.528363\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(301.287738 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"329.815286\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2013 -->\n",
       "      <g transform=\"translate(332.574661 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"361.016726\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2014 -->\n",
       "      <g transform=\"translate(363.776101 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"392.218166\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(394.977541 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"423.419606\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(426.178981 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"454.70653\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 2017 -->\n",
       "      <g transform=\"translate(457.465905 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"485.90797\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(488.667345 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"517.10941\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2019 -->\n",
       "      <g transform=\"translate(519.868785 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"548.31085\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(551.070225 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"579.597773\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2021 -->\n",
       "      <g transform=\"translate(582.357148 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"610.799214\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 2022 -->\n",
       "      <g transform=\"translate(613.558589 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"642.000654\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 2023 -->\n",
       "      <g transform=\"translate(644.760029 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"673.202094\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(675.961469 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4ef67e6eb7\" x=\"704.489017\" y=\"232.56445\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(707.248392 265.01445) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <defs>\n",
       "       <path id=\"m6ced64f400\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6ced64f400\" x=\"52.160938\" y=\"204.55572\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 208.354938) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6ced64f400\" x=\"52.160938\" y=\"165.844419\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 169.643638) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6ced64f400\" x=\"52.160938\" y=\"127.133119\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 130.932338) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6ced64f400\" x=\"52.160938\" y=\"88.421819\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 92.221038) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6ced64f400\" x=\"52.160938\" y=\"49.710519\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 53.509738) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6ced64f400\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 14.798438) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_28\">\n",
       "     <!-- Stock Market Return -->\n",
       "     <g style=\"fill: #ff0000\" transform=\"translate(14.798438 172.476637) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"394.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"456.103516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"497.216797\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"551.501953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"613.025391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"652.234375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"684.021484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"749.003906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"810.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"849.736328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"913.115234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"952.478516\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_28\">\n",
       "    <path d=\"M 82.597301 149.95949 \n",
       "L 84.990836 90.04651 \n",
       "L 87.640822 164.113378 \n",
       "L 90.205324 134.372399 \n",
       "L 92.855309 159.9984 \n",
       "L 95.419811 119.761207 \n",
       "L 98.069796 126.384635 \n",
       "L 100.719781 98.620517 \n",
       "L 103.284283 129.526775 \n",
       "L 105.934269 148.166881 \n",
       "L 108.498771 124.851858 \n",
       "L 111.148756 105.369766 \n",
       "L 113.798741 94.79535 \n",
       "L 116.192276 114.523214 \n",
       "L 118.842262 127.35066 \n",
       "L 121.406764 84.816954 \n",
       "L 124.056749 73.085347 \n",
       "L 126.621251 119.842762 \n",
       "L 129.271236 140.902611 \n",
       "L 131.921221 116.113074 \n",
       "L 134.485723 105.245635 \n",
       "L 137.135709 108.230539 \n",
       "L 139.700211 72.098746 \n",
       "L 142.350196 20.88445 \n",
       "L 145.000181 111.09137 \n",
       "L 147.393716 113.97205 \n",
       "L 150.043702 86.432824 \n",
       "L 152.608204 47.218828 \n",
       "L 155.258189 100.086495 \n",
       "L 157.822691 154.351082 \n",
       "L 160.472676 61.241739 \n",
       "L 163.122661 62.387584 \n",
       "L 165.687163 102.396791 \n",
       "L 168.337149 99.072429 \n",
       "L 170.901651 197.5371 \n",
       "L 173.551636 96.161091 \n",
       "L 176.201621 191.74343 \n",
       "L 178.68064 130.210849 \n",
       "L 181.330625 205.100708 \n",
       "L 183.895127 102.564495 \n",
       "L 189.109614 205.748623 \n",
       "L 191.7596 121.527543 \n",
       "L 194.409585 179.899322 \n",
       "L 196.974087 143.860214 \n",
       "L 199.624072 222.48445 \n",
       "L 202.188574 95.253436 \n",
       "L 204.838559 137.549727 \n",
       "L 207.488545 91.022189 \n",
       "L 209.88208 109.205423 \n",
       "L 212.532065 73.167576 \n",
       "L 215.096567 110.110137 \n",
       "L 217.746552 102.858578 \n",
       "L 220.311054 79.138947 \n",
       "L 222.96104 67.915567 \n",
       "L 225.611025 211.579451 \n",
       "L 228.175527 110.925899 \n",
       "L 230.825512 96.99061 \n",
       "L 233.390014 101.360905 \n",
       "L 236.039999 117.218142 \n",
       "L 238.689985 161.135474 \n",
       "L 241.08352 119.019945 \n",
       "L 243.733505 119.881584 \n",
       "L 246.298007 156.828579 \n",
       "L 248.947992 164.684541 \n",
       "L 251.512494 156.072323 \n",
       "L 254.16248 88.535934 \n",
       "L 256.812465 126.942315 \n",
       "L 259.376967 124.659751 \n",
       "L 262.026952 80.023482 \n",
       "L 264.591454 147.751665 \n",
       "L 267.241439 128.79403 \n",
       "L 269.891425 129.53045 \n",
       "L 272.28496 111.269572 \n",
       "L 274.934945 124.060255 \n",
       "L 277.499447 129.327735 \n",
       "L 280.149432 149.475639 \n",
       "L 282.713934 124.507185 \n",
       "L 288.013905 146.388973 \n",
       "L 290.578407 158.514221 \n",
       "L 293.228392 109.242914 \n",
       "L 295.792894 148.281025 \n",
       "L 298.44288 149.362077 \n",
       "L 301.092865 110.73104 \n",
       "L 303.571883 104.189437 \n",
       "L 306.221869 153.546497 \n",
       "L 308.786371 104.289109 \n",
       "L 311.436356 131.024733 \n",
       "L 314.000858 151.088717 \n",
       "L 316.650843 148.320199 \n",
       "L 319.300828 137.458562 \n",
       "L 321.86533 119.825783 \n",
       "L 324.515316 130.341479 \n",
       "L 327.079818 143.741212 \n",
       "L 329.729803 70.631731 \n",
       "L 332.379788 107.294075 \n",
       "L 334.773323 130.35119 \n",
       "L 337.423309 148.238198 \n",
       "L 339.987811 137.294615 \n",
       "L 342.637796 105.327341 \n",
       "L 345.202298 181.210715 \n",
       "L 347.852283 124.279466 \n",
       "L 350.502269 106.828035 \n",
       "L 353.06677 113.060845 \n",
       "L 355.716756 133.016377 \n",
       "L 358.281258 112.873126 \n",
       "L 360.931243 145.354714 \n",
       "L 363.581228 142.299457 \n",
       "L 365.974763 122.711865 \n",
       "L 368.624749 131.461149 \n",
       "L 371.189251 128.456299 \n",
       "L 373.839236 124.678273 \n",
       "L 376.403738 125.401826 \n",
       "L 379.053723 98.174248 \n",
       "L 381.703709 124.383048 \n",
       "L 384.26821 101.525207 \n",
       "L 386.918196 117.911659 \n",
       "L 389.482698 85.120087 \n",
       "L 392.132683 47.506888 \n",
       "L 394.782668 130.043635 \n",
       "L 397.176203 115.082111 \n",
       "L 399.826189 75.959313 \n",
       "L 402.390691 55.477087 \n",
       "L 405.040676 112.308887 \n",
       "L 407.605178 155.212985 \n",
       "L 410.255163 182.657492 \n",
       "L 412.905149 175.498339 \n",
       "L 415.469651 145.632735 \n",
       "L 418.119636 85.314801 \n",
       "L 420.684138 119.941471 \n",
       "L 423.334123 116.596329 \n",
       "L 425.984108 214.809372 \n",
       "L 428.463127 134.149684 \n",
       "L 431.113112 81.632602 \n",
       "L 433.677614 135.586944 \n",
       "L 436.327599 129.992016 \n",
       "L 441.542087 120.561893 \n",
       "L 444.192072 113.340788 \n",
       "L 446.756574 137.269227 \n",
       "L 449.406559 114.791936 \n",
       "L 451.971061 108.462239 \n",
       "L 454.621047 144.569719 \n",
       "L 457.271032 120.206934 \n",
       "L 459.664567 117.016522 \n",
       "L 462.314552 129.428286 \n",
       "L 464.879054 135.28379 \n",
       "L 467.52904 131.732346 \n",
       "L 470.093541 117.788053 \n",
       "L 472.743527 117.35959 \n",
       "L 475.393512 116.751064 \n",
       "L 477.958014 128.500359 \n",
       "L 480.607999 122.000804 \n",
       "L 483.172501 135.820329 \n",
       "L 485.822487 128.302444 \n",
       "L 488.472472 106.805757 \n",
       "L 490.866007 151.757867 \n",
       "L 493.515992 137.882794 \n",
       "L 496.080494 137.720731 \n",
       "L 498.73048 125.47024 \n",
       "L 501.294981 158.153733 \n",
       "L 503.944967 123.193225 \n",
       "L 506.594952 147.475259 \n",
       "L 509.159454 113.482423 \n",
       "L 511.809439 157.122766 \n",
       "L 514.373941 129.303099 \n",
       "L 517.023927 141.235981 \n",
       "L 519.673912 113.058964 \n",
       "L 522.067447 73.75506 \n",
       "L 524.717432 107.413845 \n",
       "L 527.281934 128.688705 \n",
       "L 529.93192 149.723535 \n",
       "L 532.496422 116.425312 \n",
       "L 535.146407 133.159018 \n",
       "L 537.796392 133.241101 \n",
       "L 540.360894 124.591476 \n",
       "L 543.010879 123.952471 \n",
       "L 545.575381 134.676976 \n",
       "L 548.225367 103.121702 \n",
       "L 550.875352 136.472964 \n",
       "L 553.35437 139.648325 \n",
       "L 556.004356 144.60515 \n",
       "L 558.568858 111.681254 \n",
       "L 561.218843 128.179378 \n",
       "L 563.783345 109.175017 \n",
       "L 566.43333 84.936379 \n",
       "L 571.647818 147.383226 \n",
       "L 574.297803 126.353612 \n",
       "L 576.862305 107.056734 \n",
       "L 579.51229 117.852935 \n",
       "L 582.162275 126.018506 \n",
       "L 584.555811 124.242334 \n",
       "L 587.205796 134.543147 \n",
       "L 589.770298 126.576391 \n",
       "L 592.420283 108.195595 \n",
       "L 594.984785 129.732803 \n",
       "L 597.63477 148.02808 \n",
       "L 600.284756 110.431026 \n",
       "L 602.849258 124.486419 \n",
       "L 605.499243 129.392979 \n",
       "L 608.063745 125.327056 \n",
       "L 610.71373 118.889878 \n",
       "L 613.363715 156.736291 \n",
       "L 615.757251 115.516643 \n",
       "L 618.407236 150.62504 \n",
       "L 620.971738 151.551163 \n",
       "L 623.621723 109.426891 \n",
       "L 626.186225 101.354581 \n",
       "L 628.83621 143.692542 \n",
       "L 631.486196 133.213716 \n",
       "L 634.050698 148.621355 \n",
       "L 636.700683 143.888903 \n",
       "L 639.265185 92.635588 \n",
       "L 641.91517 134.758766 \n",
       "L 644.565155 106.280222 \n",
       "L 646.958691 124.287015 \n",
       "L 649.608676 127.929287 \n",
       "L 652.173178 121.170118 \n",
       "L 654.823163 140.961126 \n",
       "L 657.387665 127.435374 \n",
       "L 660.03765 116.376193 \n",
       "L 662.687636 147.266445 \n",
       "L 665.252138 128.299604 \n",
       "L 667.902123 138.546192 \n",
       "L 670.466625 125.735085 \n",
       "L 673.11661 134.127193 \n",
       "L 675.766596 151.386651 \n",
       "L 678.245614 95.672767 \n",
       "L 680.895599 123.795573 \n",
       "L 683.460101 119.030083 \n",
       "L 686.110087 129.378763 \n",
       "L 688.674589 142.108238 \n",
       "L 691.324574 130.871116 \n",
       "L 691.324574 130.871116 \n",
       "\" clip-path=\"url(#paaa516bfab)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m1354b9ed47\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #ff0000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#paaa516bfab)\">\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"82.597301\" y=\"149.95949\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"84.990836\" y=\"90.04651\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"87.640822\" y=\"164.113378\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"90.205324\" y=\"134.372399\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"92.855309\" y=\"159.9984\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"95.419811\" y=\"119.761207\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"98.069796\" y=\"126.384635\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"100.719781\" y=\"98.620517\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"103.284283\" y=\"129.526775\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"105.934269\" y=\"148.166881\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"108.498771\" y=\"124.851858\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"111.148756\" y=\"105.369766\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"113.798741\" y=\"94.79535\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"116.192276\" y=\"114.523214\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"118.842262\" y=\"127.35066\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"121.406764\" y=\"84.816954\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"124.056749\" y=\"73.085347\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"126.621251\" y=\"119.842762\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"129.271236\" y=\"140.902611\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"131.921221\" y=\"116.113074\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"134.485723\" y=\"105.245635\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"137.135709\" y=\"108.230539\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"139.700211\" y=\"72.098746\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"142.350196\" y=\"20.88445\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"145.000181\" y=\"111.09137\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"147.393716\" y=\"113.97205\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"150.043702\" y=\"86.432824\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"152.608204\" y=\"47.218828\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"155.258189\" y=\"100.086495\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"157.822691\" y=\"154.351082\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"160.472676\" y=\"61.241739\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"163.122661\" y=\"62.387584\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"165.687163\" y=\"102.396791\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"168.337149\" y=\"99.072429\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"170.901651\" y=\"197.5371\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"173.551636\" y=\"96.161091\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"176.201621\" y=\"191.74343\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"178.68064\" y=\"130.210849\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"181.330625\" y=\"205.100708\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"183.895127\" y=\"102.564495\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"186.545112\" y=\"154.361248\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"189.109614\" y=\"205.748623\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"191.7596\" y=\"121.527543\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"194.409585\" y=\"179.899322\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"196.974087\" y=\"143.860214\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"199.624072\" y=\"222.48445\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"202.188574\" y=\"95.253436\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"204.838559\" y=\"137.549727\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"207.488545\" y=\"91.022189\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"209.88208\" y=\"109.205423\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"212.532065\" y=\"73.167576\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"215.096567\" y=\"110.110137\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"217.746552\" y=\"102.858578\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"220.311054\" y=\"79.138947\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"222.96104\" y=\"67.915567\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"225.611025\" y=\"211.579451\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"228.175527\" y=\"110.925899\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"230.825512\" y=\"96.99061\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"233.390014\" y=\"101.360905\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"236.039999\" y=\"117.218142\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"238.689985\" y=\"161.135474\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"241.08352\" y=\"119.019945\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"243.733505\" y=\"119.881584\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"246.298007\" y=\"156.828579\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"248.947992\" y=\"164.684541\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"251.512494\" y=\"156.072323\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"254.16248\" y=\"88.535934\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"256.812465\" y=\"126.942315\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"259.376967\" y=\"124.659751\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"262.026952\" y=\"80.023482\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"264.591454\" y=\"147.751665\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"267.241439\" y=\"128.79403\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"269.891425\" y=\"129.53045\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"272.28496\" y=\"111.269572\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"274.934945\" y=\"124.060255\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"277.499447\" y=\"129.327735\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"280.149432\" y=\"149.475639\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"282.713934\" y=\"124.507185\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"285.36392\" y=\"135.591335\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"288.013905\" y=\"146.388973\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"290.578407\" y=\"158.514221\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"293.228392\" y=\"109.242914\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"295.792894\" y=\"148.281025\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"298.44288\" y=\"149.362077\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"301.092865\" y=\"110.73104\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"303.571883\" y=\"104.189437\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"306.221869\" y=\"153.546497\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"308.786371\" y=\"104.289109\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"311.436356\" y=\"131.024733\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"314.000858\" y=\"151.088717\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"316.650843\" y=\"148.320199\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"319.300828\" y=\"137.458562\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"321.86533\" y=\"119.825783\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"324.515316\" y=\"130.341479\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"327.079818\" y=\"143.741212\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"329.729803\" y=\"70.631731\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"332.379788\" y=\"107.294075\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"334.773323\" y=\"130.35119\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"337.423309\" y=\"148.238198\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"339.987811\" y=\"137.294615\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"342.637796\" y=\"105.327341\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"345.202298\" y=\"181.210715\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"347.852283\" y=\"124.279466\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"350.502269\" y=\"106.828035\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"353.06677\" y=\"113.060845\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"355.716756\" y=\"133.016377\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"358.281258\" y=\"112.873126\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"360.931243\" y=\"145.354714\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"363.581228\" y=\"142.299457\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"365.974763\" y=\"122.711865\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"368.624749\" y=\"131.461149\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"371.189251\" y=\"128.456299\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"373.839236\" y=\"124.678273\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"376.403738\" y=\"125.401826\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"379.053723\" y=\"98.174248\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"381.703709\" y=\"124.383048\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"384.26821\" y=\"101.525207\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"386.918196\" y=\"117.911659\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"389.482698\" y=\"85.120087\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"392.132683\" y=\"47.506888\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"394.782668\" y=\"130.043635\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"397.176203\" y=\"115.082111\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"399.826189\" y=\"75.959313\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"402.390691\" y=\"55.477087\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"405.040676\" y=\"112.308887\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"407.605178\" y=\"155.212985\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"410.255163\" y=\"182.657492\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"412.905149\" y=\"175.498339\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"415.469651\" y=\"145.632735\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"418.119636\" y=\"85.314801\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"420.684138\" y=\"119.941471\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"423.334123\" y=\"116.596329\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"425.984108\" y=\"214.809372\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"428.463127\" y=\"134.149684\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"431.113112\" y=\"81.632602\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"433.677614\" y=\"135.586944\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"436.327599\" y=\"129.992016\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"438.892101\" y=\"125.409001\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"441.542087\" y=\"120.561893\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"444.192072\" y=\"113.340788\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"446.756574\" y=\"137.269227\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"449.406559\" y=\"114.791936\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"451.971061\" y=\"108.462239\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"454.621047\" y=\"144.569719\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"457.271032\" y=\"120.206934\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"459.664567\" y=\"117.016522\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"462.314552\" y=\"129.428286\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"464.879054\" y=\"135.28379\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"467.52904\" y=\"131.732346\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"470.093541\" y=\"117.788053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"472.743527\" y=\"117.35959\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"475.393512\" y=\"116.751064\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"477.958014\" y=\"128.500359\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"480.607999\" y=\"122.000804\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"483.172501\" y=\"135.820329\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"485.822487\" y=\"128.302444\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"488.472472\" y=\"106.805757\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"490.866007\" y=\"151.757867\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"493.515992\" y=\"137.882794\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"496.080494\" y=\"137.720731\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"498.73048\" y=\"125.47024\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"501.294981\" y=\"158.153733\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"503.944967\" y=\"123.193225\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"506.594952\" y=\"147.475259\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"509.159454\" y=\"113.482423\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"511.809439\" y=\"157.122766\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"514.373941\" y=\"129.303099\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"517.023927\" y=\"141.235981\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"519.673912\" y=\"113.058964\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"522.067447\" y=\"73.75506\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"524.717432\" y=\"107.413845\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"527.281934\" y=\"128.688705\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"529.93192\" y=\"149.723535\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"532.496422\" y=\"116.425312\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"535.146407\" y=\"133.159018\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"537.796392\" y=\"133.241101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"540.360894\" y=\"124.591476\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"543.010879\" y=\"123.952471\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"545.575381\" y=\"134.676976\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"548.225367\" y=\"103.121702\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"550.875352\" y=\"136.472964\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"553.35437\" y=\"139.648325\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"556.004356\" y=\"144.60515\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"558.568858\" y=\"111.681254\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"561.218843\" y=\"128.179378\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"563.783345\" y=\"109.175017\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"566.43333\" y=\"84.936379\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"569.083316\" y=\"117.113823\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"571.647818\" y=\"147.383226\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"574.297803\" y=\"126.353612\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"576.862305\" y=\"107.056734\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"579.51229\" y=\"117.852935\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"582.162275\" y=\"126.018506\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"584.555811\" y=\"124.242334\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"587.205796\" y=\"134.543147\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"589.770298\" y=\"126.576391\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"592.420283\" y=\"108.195595\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"594.984785\" y=\"129.732803\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"597.63477\" y=\"148.02808\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"600.284756\" y=\"110.431026\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"602.849258\" y=\"124.486419\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"605.499243\" y=\"129.392979\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"608.063745\" y=\"125.327056\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"610.71373\" y=\"118.889878\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"613.363715\" y=\"156.736291\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"615.757251\" y=\"115.516643\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"618.407236\" y=\"150.62504\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"620.971738\" y=\"151.551163\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"623.621723\" y=\"109.426891\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"626.186225\" y=\"101.354581\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"628.83621\" y=\"143.692542\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"631.486196\" y=\"133.213716\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"634.050698\" y=\"148.621355\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"636.700683\" y=\"143.888903\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"639.265185\" y=\"92.635588\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"641.91517\" y=\"134.758766\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"644.565155\" y=\"106.280222\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"646.958691\" y=\"124.287015\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"649.608676\" y=\"127.929287\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"652.173178\" y=\"121.170118\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"654.823163\" y=\"140.961126\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"657.387665\" y=\"127.435374\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"660.03765\" y=\"116.376193\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"662.687636\" y=\"147.266445\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"665.252138\" y=\"128.299604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"667.902123\" y=\"138.546192\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"670.466625\" y=\"125.735085\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"673.11661\" y=\"134.127193\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"675.766596\" y=\"151.386651\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"678.245614\" y=\"95.672767\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"680.895599\" y=\"123.795573\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"683.460101\" y=\"119.030083\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"686.110087\" y=\"129.378763\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"688.674589\" y=\"142.108238\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m1354b9ed47\" x=\"691.324574\" y=\"130.871116\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 232.56445 \n",
       "L 52.160938 10.80445 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 721.760938 232.56445 \n",
       "L 721.760938 10.80445 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160938 232.56445 \n",
       "L 721.760937 232.56445 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160938 10.80445 \n",
       "L 721.760937 10.80445 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"paaa516bfab\">\n",
       "   <rect x=\"52.160938\" y=\"10.80445\" width=\"669.6\" height=\"221.76\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#作图一 ax1第一个子图像\n",
    "fig,ax1=plt.subplots(figsize=(12,4))\n",
    "#fig, axl = plt.subplots(figsize=(12,4))：\n",
    "# 这行代码创建了一个图形对象 fig 和一个子图对象 ax1。plt.subplots 函数返回一个图形和一个子图轴对象。\n",
    "ax1.plot(data_com['Return'],#使用 plot 方法在 ax1 子图上绘制 reg_data\n",
    "        color='r',\n",
    "        marker='o',\n",
    "        linewidth=1,\n",
    "        label='Stock Market Return')\n",
    "ax1.set_ylabel('Stock Market Return',color='r')#设置 y 轴的标签为 'Stock Market Return'\n",
    "data_format = mdates.DateFormatter('%Y')#格式化日期标签只显示年\n",
    "#用于格式化 x 轴上的日期标签，这里设置为只显示年份,创建一个 DataFormatter 对象\n",
    "#如果要显示年月日只需要data_format = mdates.DateFormatter('%Y/%m/%d')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "#将 x 轴的主要刻度格式化器设置为上面创建的 data_format,这样 x 轴上的日期就会以 '%Y' 的格式显示。\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "#设置 x 轴的主要刻度定位器为 YearLocator，这意味着 x 轴上的刻度将被设置为每年的开始。\n",
    "plt.xticks(rotation=90)\n",
    "# 将 x 轴上的刻度标签旋转90度，以便更好地显示，特别是当标签是日期并且可能会重叠时。\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2c012e734a0>]"
      ]
     },
     "execution_count": 431,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'China Consumer Confidence Index')"
      ]
     },
     "execution_count": 431,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'China Stock Market Return and Confidence Index')"
      ]
     },
     "execution_count": 431,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"723.765625pt\" height=\"267.95625pt\" viewBox=\"0 0 723.765625 267.95625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-11-18T10:54:02.816680</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 267.95625 \n",
       "L 723.765625 267.95625 \n",
       "L 723.765625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 46.965625 244.078125 \n",
       "L 716.565625 244.078125 \n",
       "L 716.565625 22.318125 \n",
       "L 46.965625 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m7a56204a11\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a56204a11\" x=\"164.116749\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(151.391749 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a56204a11\" x=\"290.051405\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(277.326405 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a56204a11\" x=\"415.986062\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(403.261062 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a56204a11\" x=\"541.920719\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(529.195719 258.676562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a56204a11\" x=\"667.855376\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(655.130376 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"m3ca56e3675\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m3ca56e3675\" x=\"46.965625\" y=\"209.01351\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 90 -->\n",
       "      <g transform=\"translate(27.240625 212.812728) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-39\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m3ca56e3675\" x=\"46.965625\" y=\"165.936587\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(20.878125 169.735805) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m3ca56e3675\" x=\"46.965625\" y=\"122.859663\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 110 -->\n",
       "      <g transform=\"translate(20.878125 126.658882) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m3ca56e3675\" x=\"46.965625\" y=\"79.78274\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 120 -->\n",
       "      <g transform=\"translate(20.878125 83.581959) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m3ca56e3675\" x=\"46.965625\" y=\"36.705817\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 130 -->\n",
       "      <g transform=\"translate(20.878125 40.505036) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_11\">\n",
       "     <!-- China Consumer Confidence Index -->\n",
       "     <g style=\"fill: #0000ff\" transform=\"translate(14.798438 219.623125) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-43\" x=\"317.431641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"387.255859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"448.4375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"511.816406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"563.916016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\" x=\"627.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"724.707031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"786.230469\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"827.34375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-43\" x=\"859.130859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"928.955078\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"990.136719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"1053.515625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"1088.720703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"1116.503906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"1179.980469\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1241.503906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"1304.882812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"1359.863281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"1421.386719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"1453.173828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1482.666016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"1546.044922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"1609.521484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-78\" x=\"1669.294922\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_11\">\n",
       "    <path d=\"M 77.401989 191.78274 \n",
       "L 79.987916 189.628894 \n",
       "L 82.660041 185.751971 \n",
       "L 85.245968 186.61351 \n",
       "L 87.918093 185.751971 \n",
       "L 90.590218 187.044279 \n",
       "L 93.176145 187.044279 \n",
       "L 95.84827 185.751971 \n",
       "L 98.434197 186.18274 \n",
       "L 101.106322 187.044279 \n",
       "L 103.778447 186.61351 \n",
       "L 106.191979 183.598125 \n",
       "L 108.864103 184.028894 \n",
       "L 111.450031 183.598125 \n",
       "L 114.122155 180.151971 \n",
       "L 116.708083 181.444279 \n",
       "L 119.380208 181.875048 \n",
       "L 122.052332 179.721202 \n",
       "L 124.63826 180.58274 \n",
       "L 127.310384 178.428894 \n",
       "L 129.896312 171.967356 \n",
       "L 132.568436 173.259663 \n",
       "L 135.240561 171.536587 \n",
       "L 137.654093 167.228894 \n",
       "L 140.326218 169.81351 \n",
       "L 142.912145 171.967356 \n",
       "L 145.58427 177.136587 \n",
       "L 148.170197 171.105817 \n",
       "L 150.842322 169.81351 \n",
       "L 153.514447 165.936587 \n",
       "L 156.100374 169.38274 \n",
       "L 158.772499 166.367356 \n",
       "L 161.358426 167.228894 \n",
       "L 166.702676 171.536587 \n",
       "L 169.202406 168.090433 \n",
       "L 171.874531 171.967356 \n",
       "L 174.460458 179.721202 \n",
       "M 179.71851 180.58274 \n",
       "L 182.390635 178.859663 \n",
       "L 185.062759 181.01351 \n",
       "L 187.648687 179.290433 \n",
       "L 190.320812 183.167356 \n",
       "L 192.906739 184.890433 \n",
       "L 195.578864 190.921202 \n",
       "L 200.66452 219.351971 \n",
       "L 203.336645 222.367356 \n",
       "L 205.922573 222.367356 \n",
       "L 208.594697 223.228894 \n",
       "L 211.180625 226.675048 \n",
       "L 216.524874 221.505817 \n",
       "L 219.110801 222.367356 \n",
       "L 221.782926 218.490433 \n",
       "L 224.368854 215.475048 \n",
       "L 227.040978 214.61351 \n",
       "L 229.713103 212.890433 \n",
       "L 232.126635 148.791971 \n",
       "L 234.79876 146.121202 \n",
       "L 237.384687 146.551971 \n",
       "L 240.056812 130.61351 \n",
       "L 242.642739 136.644279 \n",
       "L 245.314864 130.61351 \n",
       "L 247.986989 127.598125 \n",
       "L 250.572916 128.890433 \n",
       "L 253.245041 131.905817 \n",
       "L 255.830968 146.595048 \n",
       "L 258.503093 148.10274 \n",
       "L 261.175218 152.58274 \n",
       "L 263.58875 163.351971 \n",
       "L 266.260875 165.936587 \n",
       "L 268.846802 167.444279 \n",
       "L 271.518927 125.788894 \n",
       "L 274.104854 133.628894 \n",
       "L 276.776979 137.505817 \n",
       "L 279.449104 116.828894 \n",
       "L 282.035031 115.105817 \n",
       "L 284.707156 121.136587 \n",
       "L 287.293083 127.81351 \n",
       "L 289.965208 139.01351 \n",
       "L 292.637333 158.570433 \n",
       "L 297.809187 125.831971 \n",
       "L 300.395114 118.85351 \n",
       "L 303.067239 137.635048 \n",
       "L 305.653167 129.407356 \n",
       "L 308.325291 127.727356 \n",
       "L 310.997416 152.065817 \n",
       "L 313.583343 159.647356 \n",
       "L 316.255468 149.998125 \n",
       "L 318.841395 148.490433 \n",
       "L 321.51352 125.745817 \n",
       "L 324.185645 125.444279 \n",
       "L 326.599177 133.198125 \n",
       "L 329.271302 122.428894 \n",
       "L 331.857229 108.644279 \n",
       "L 334.529354 131.905817 \n",
       "L 337.115281 131.044279 \n",
       "L 339.787406 154.305817 \n",
       "L 342.459531 163.78274 \n",
       "L 345.045458 161.628894 \n",
       "L 347.717583 159.044279 \n",
       "L 350.30351 150.859663 \n",
       "L 352.975635 133.628894 \n",
       "L 355.64776 154.305817 \n",
       "L 358.061292 136.644279 \n",
       "L 360.733417 144.398125 \n",
       "L 363.319344 135.78274 \n",
       "L 365.991469 112.951971 \n",
       "L 368.577396 134.059663 \n",
       "L 371.249521 141.81351 \n",
       "L 373.921646 127.598125 \n",
       "L 376.507573 131.475048 \n",
       "L 379.179698 135.78274 \n",
       "L 381.765625 129.751971 \n",
       "L 384.43775 134.921202 \n",
       "L 387.109875 127.167356 \n",
       "L 389.523407 126.736587 \n",
       "L 392.195532 127.167356 \n",
       "L 394.781459 109.936587 \n",
       "L 397.453584 121.567356 \n",
       "L 400.039511 118.98274 \n",
       "L 402.711636 108.21351 \n",
       "L 405.38376 131.475048 \n",
       "L 407.969688 135.868894 \n",
       "L 410.641813 136.644279 \n",
       "L 413.22774 129.321202 \n",
       "L 415.899865 138.367356 \n",
       "L 418.571989 137.505817 \n",
       "L 421.071719 140.951971 \n",
       "L 423.743844 137.505817 \n",
       "L 426.329771 136.21351 \n",
       "L 429.001896 151.290433 \n",
       "L 431.587823 145.690433 \n",
       "L 434.259948 153.875048 \n",
       "L 436.932073 142.244279 \n",
       "L 439.518 123.721202 \n",
       "L 442.190125 130.18274 \n",
       "L 444.776052 133.198125 \n",
       "L 447.448177 121.998125 \n",
       "L 450.120302 116.398125 \n",
       "L 452.533834 116.398125 \n",
       "L 455.205959 112.521202 \n",
       "L 457.791886 96.151971 \n",
       "L 460.464011 104.767356 \n",
       "L 463.049938 95.290433 \n",
       "L 465.722063 102.61351 \n",
       "L 468.394188 95.290433 \n",
       "L 470.980115 90.98274 \n",
       "L 473.65224 90.121202 \n",
       "L 476.238167 71.598125 \n",
       "L 478.910292 47.044279 \n",
       "L 481.582417 59.967356 \n",
       "L 483.995949 54.367356 \n",
       "L 486.668073 55.228894 \n",
       "L 489.254001 47.905817 \n",
       "L 491.926126 55.228894 \n",
       "L 494.512053 51.78274 \n",
       "L 497.184178 53.505817 \n",
       "L 499.856302 74.61351 \n",
       "L 502.44223 69.01351 \n",
       "L 505.114354 71.598125 \n",
       "L 507.700282 71.598125 \n",
       "L 510.372406 69.875048 \n",
       "L 513.044531 56.951971 \n",
       "L 515.458063 52.644279 \n",
       "L 518.130188 48.767356 \n",
       "L 520.716115 39.721202 \n",
       "L 523.38824 48.767356 \n",
       "L 525.974168 42.305817 \n",
       "L 528.646292 53.075048 \n",
       "L 531.318417 39.290433 \n",
       "L 533.904344 47.044279 \n",
       "L 536.576469 56.521202 \n",
       "L 539.162396 45.321202 \n",
       "L 541.834521 43.167356 \n",
       "L 544.506646 41.444279 \n",
       "L 547.006376 34.121202 \n",
       "L 549.678501 33.690433 \n",
       "L 552.264428 74.61351 \n",
       "L 554.936553 57.38274 \n",
       "L 557.52248 82.798125 \n",
       "L 560.194605 84.951971 \n",
       "L 562.86673 100.890433 \n",
       "L 565.452657 77.198125 \n",
       "L 568.124782 79.351971 \n",
       "L 570.710709 61.690433 \n",
       "L 573.382834 57.38274 \n",
       "L 576.054958 49.628894 \n",
       "L 578.468491 57.38274 \n",
       "L 581.140615 53.936587 \n",
       "L 583.726543 32.398125 \n",
       "L 586.398667 50.921202 \n",
       "L 588.984595 54.367356 \n",
       "L 591.656719 56.521202 \n",
       "L 594.328844 52.644279 \n",
       "L 596.914772 78.059663 \n",
       "L 599.586896 84.090433 \n",
       "L 602.172824 60.398125 \n",
       "L 604.844948 67.290433 \n",
       "L 607.517073 68.58274 \n",
       "L 609.930605 68.151971 \n",
       "L 612.60273 60.398125 \n",
       "L 615.188657 62.98274 \n",
       "L 617.860782 96.151971 \n",
       "L 620.446709 222.798125 \n",
       "L 623.118834 218.921202 \n",
       "L 625.790959 204.705817 \n",
       "L 628.376886 210.736587 \n",
       "L 631.049011 218.059663 \n",
       "L 633.634938 215.905817 \n",
       "L 638.979188 233.998125 \n",
       "L 641.39272 208.58274 \n",
       "L 644.064845 193.075048 \n",
       "L 646.650772 172.828894 \n",
       "L 649.322897 174.551971 \n",
       "L 651.908824 214.61351 \n",
       "L 654.580949 210.305817 \n",
       "L 657.253074 221.075048 \n",
       "L 659.839001 223.659663 \n",
       "L 662.511126 222.798125 \n",
       "L 665.097053 221.075048 \n",
       "L 667.769178 218.059663 \n",
       "L 670.441303 221.936587 \n",
       "L 672.941032 219.351971 \n",
       "L 675.613157 213.751971 \n",
       "L 678.199084 210.736587 \n",
       "L 680.871209 203.844279 \n",
       "L 683.457137 209.875048 \n",
       "L 686.129261 218.921202 \n",
       "L 686.129261 218.921202 \n",
       "\" clip-path=\"url(#p2999897d13)\" style=\"fill: none; stroke: #0000ff; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"mc0d136b2f5\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #0000ff\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p2999897d13)\">\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"77.401989\" y=\"191.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"79.987916\" y=\"189.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"82.660041\" y=\"185.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"85.245968\" y=\"186.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"87.918093\" y=\"185.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"90.590218\" y=\"187.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"93.176145\" y=\"187.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"95.84827\" y=\"185.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"98.434197\" y=\"186.18274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"101.106322\" y=\"187.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"103.778447\" y=\"186.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"106.191979\" y=\"183.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"108.864103\" y=\"184.028894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"111.450031\" y=\"183.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"114.122155\" y=\"180.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"116.708083\" y=\"181.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"119.380208\" y=\"181.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"122.052332\" y=\"179.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"124.63826\" y=\"180.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"127.310384\" y=\"178.428894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"129.896312\" y=\"171.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"132.568436\" y=\"173.259663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"135.240561\" y=\"171.536587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"137.654093\" y=\"167.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"140.326218\" y=\"169.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"142.912145\" y=\"171.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"145.58427\" y=\"177.136587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"148.170197\" y=\"171.105817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"150.842322\" y=\"169.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"153.514447\" y=\"165.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"156.100374\" y=\"169.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"158.772499\" y=\"166.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"161.358426\" y=\"167.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"164.030551\" y=\"169.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"166.702676\" y=\"171.536587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"169.202406\" y=\"168.090433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"171.874531\" y=\"171.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"174.460458\" y=\"179.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"179.71851\" y=\"180.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"182.390635\" y=\"178.859663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"185.062759\" y=\"181.01351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"187.648687\" y=\"179.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"190.320812\" y=\"183.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"192.906739\" y=\"184.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"195.578864\" y=\"190.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"198.250988\" y=\"205.567356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"200.66452\" y=\"219.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"203.336645\" y=\"222.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"205.922573\" y=\"222.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"208.594697\" y=\"223.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"211.180625\" y=\"226.675048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"213.852749\" y=\"224.090433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"216.524874\" y=\"221.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"219.110801\" y=\"222.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"221.782926\" y=\"218.490433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"224.368854\" y=\"215.475048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"227.040978\" y=\"214.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"229.713103\" y=\"212.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"232.126635\" y=\"148.791971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"234.79876\" y=\"146.121202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"237.384687\" y=\"146.551971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"240.056812\" y=\"130.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"242.642739\" y=\"136.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"245.314864\" y=\"130.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"247.986989\" y=\"127.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"250.572916\" y=\"128.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"253.245041\" y=\"131.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"255.830968\" y=\"146.595048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"258.503093\" y=\"148.10274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"261.175218\" y=\"152.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"263.58875\" y=\"163.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"266.260875\" y=\"165.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"268.846802\" y=\"167.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"271.518927\" y=\"125.788894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"274.104854\" y=\"133.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"276.776979\" y=\"137.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"279.449104\" y=\"116.828894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"282.035031\" y=\"115.105817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"284.707156\" y=\"121.136587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"287.293083\" y=\"127.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"289.965208\" y=\"139.01351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"292.637333\" y=\"158.570433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"295.137062\" y=\"143.019663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"297.809187\" y=\"125.831971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"300.395114\" y=\"118.85351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"303.067239\" y=\"137.635048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"305.653167\" y=\"129.407356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"308.325291\" y=\"127.727356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"310.997416\" y=\"152.065817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"313.583343\" y=\"159.647356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"316.255468\" y=\"149.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"318.841395\" y=\"148.490433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"321.51352\" y=\"125.745817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"324.185645\" y=\"125.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"326.599177\" y=\"133.198125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"329.271302\" y=\"122.428894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"331.857229\" y=\"108.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"334.529354\" y=\"131.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"337.115281\" y=\"131.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"339.787406\" y=\"154.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"342.459531\" y=\"163.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"345.045458\" y=\"161.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"347.717583\" y=\"159.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"350.30351\" y=\"150.859663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"352.975635\" y=\"133.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"355.64776\" y=\"154.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"358.061292\" y=\"136.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"360.733417\" y=\"144.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"363.319344\" y=\"135.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"365.991469\" y=\"112.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"368.577396\" y=\"134.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"371.249521\" y=\"141.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"373.921646\" y=\"127.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"376.507573\" y=\"131.475048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"379.179698\" y=\"135.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"381.765625\" y=\"129.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"384.43775\" y=\"134.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"387.109875\" y=\"127.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"389.523407\" y=\"126.736587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"392.195532\" y=\"127.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"394.781459\" y=\"109.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"397.453584\" y=\"121.567356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"400.039511\" y=\"118.98274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"402.711636\" y=\"108.21351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"405.38376\" y=\"131.475048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"407.969688\" y=\"135.868894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"410.641813\" y=\"136.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"413.22774\" y=\"129.321202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"415.899865\" y=\"138.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"418.571989\" y=\"137.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"421.071719\" y=\"140.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"423.743844\" y=\"137.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"426.329771\" y=\"136.21351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"429.001896\" y=\"151.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"431.587823\" y=\"145.690433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"434.259948\" y=\"153.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"436.932073\" y=\"142.244279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"439.518\" y=\"123.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"442.190125\" y=\"130.18274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"444.776052\" y=\"133.198125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"447.448177\" y=\"121.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"450.120302\" y=\"116.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"452.533834\" y=\"116.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"455.205959\" y=\"112.521202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"457.791886\" y=\"96.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"460.464011\" y=\"104.767356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"463.049938\" y=\"95.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"465.722063\" y=\"102.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"468.394188\" y=\"95.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"470.980115\" y=\"90.98274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"473.65224\" y=\"90.121202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"476.238167\" y=\"71.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"478.910292\" y=\"47.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"481.582417\" y=\"59.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"483.995949\" y=\"54.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"486.668073\" y=\"55.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"489.254001\" y=\"47.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"491.926126\" y=\"55.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"494.512053\" y=\"51.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"497.184178\" y=\"53.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"499.856302\" y=\"74.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"502.44223\" y=\"69.01351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"505.114354\" y=\"71.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"507.700282\" y=\"71.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"510.372406\" y=\"69.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"513.044531\" y=\"56.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"515.458063\" y=\"52.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"518.130188\" y=\"48.767356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"520.716115\" y=\"39.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"523.38824\" y=\"48.767356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"525.974168\" y=\"42.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"528.646292\" y=\"53.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"531.318417\" y=\"39.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"533.904344\" y=\"47.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"536.576469\" y=\"56.521202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"539.162396\" y=\"45.321202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"541.834521\" y=\"43.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"544.506646\" y=\"41.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"547.006376\" y=\"34.121202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"549.678501\" y=\"33.690433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"552.264428\" y=\"74.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"554.936553\" y=\"57.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"557.52248\" y=\"82.798125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"560.194605\" y=\"84.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"562.86673\" y=\"100.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"565.452657\" y=\"77.198125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"568.124782\" y=\"79.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"570.710709\" y=\"61.690433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"573.382834\" y=\"57.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"576.054958\" y=\"49.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"578.468491\" y=\"57.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"581.140615\" y=\"53.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"583.726543\" y=\"32.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"586.398667\" y=\"50.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"588.984595\" y=\"54.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"591.656719\" y=\"56.521202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"594.328844\" y=\"52.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"596.914772\" y=\"78.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"599.586896\" y=\"84.090433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"602.172824\" y=\"60.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"604.844948\" y=\"67.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"607.517073\" y=\"68.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"609.930605\" y=\"68.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"612.60273\" y=\"60.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"615.188657\" y=\"62.98274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"617.860782\" y=\"96.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"620.446709\" y=\"222.798125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"623.118834\" y=\"218.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"625.790959\" y=\"204.705817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"628.376886\" y=\"210.736587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"631.049011\" y=\"218.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"633.634938\" y=\"215.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"636.307063\" y=\"224.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"638.979188\" y=\"233.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"641.39272\" y=\"208.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"644.064845\" y=\"193.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"646.650772\" y=\"172.828894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"649.322897\" y=\"174.551971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"651.908824\" y=\"214.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"654.580949\" y=\"210.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"657.253074\" y=\"221.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"659.839001\" y=\"223.659663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"662.511126\" y=\"222.798125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"665.097053\" y=\"221.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"667.769178\" y=\"218.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"670.441303\" y=\"221.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"672.941032\" y=\"219.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"675.613157\" y=\"213.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"678.199084\" y=\"210.736587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"680.871209\" y=\"203.844279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"683.457137\" y=\"209.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mc0d136b2f5\" x=\"686.129261\" y=\"218.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 46.965625 244.078125 \n",
       "L 46.965625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 716.565625 244.078125 \n",
       "L 716.565625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 46.965625 244.078125 \n",
       "L 716.565625 244.078125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 46.965625 22.318125 \n",
       "L 716.565625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_12\">\n",
       "    <!-- China Stock Market Return and Confidence Index -->\n",
       "    <g transform=\"translate(234.504063 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"317.431641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"380.908203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"420.117188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"481.298828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"536.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"594.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"625.976562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"712.255859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"773.535156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"814.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"868.933594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"930.457031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"969.666016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-52\" x=\"1001.453125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1066.435547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1127.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1167.167969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1230.546875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1269.910156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1333.289062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1365.076172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1426.355469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1489.734375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1553.210938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-43\" x=\"1584.998047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1654.822266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1716.003906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"1779.382812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1814.587891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1842.371094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1905.847656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1967.371094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"2030.75\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2085.730469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2147.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-49\" x=\"2179.041016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2208.533203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"2271.912109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2335.388672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-78\" x=\"2395.162109\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p2999897d13\">\n",
       "   <rect x=\"46.965625\" y=\"22.318125\" width=\"669.6\" height=\"221.76\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# 假设 data_com 是一个已经存在的 DataFrame，并且包含 'lag_com' 列，该列是日期索引\n",
    "\n",
    "# 创建子图 ax2\n",
    "fig, ax2 = plt.subplots(figsize=(12, 4))\n",
    "ax2.plot(data_com['lag_com'], color='b', marker='o', linewidth=1, label='CI')\n",
    "ax2.set_ylabel('China Consumer Confidence Index', color='b')\n",
    "\n",
    "# 设置日期格式化\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax2.xaxis.set_major_formatter(data_format)\n",
    "ax2.xaxis.set_major_locator(mdates.AutoDateLocator())\n",
    "\n",
    "# 设置标题\n",
    "plt.title('China Stock Market Return and Confidence Index')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 432,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2c012e22750>]"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Market Return')"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2c013ffa2d0>]"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'China CCI')"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'China Stock Market Return and CCI')"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2c013ffb950>"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"768.726562pt\" height=\"267.95625pt\" viewBox=\"0 0 768.726562 267.95625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-11-18T10:54:03.362902</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 267.95625 \n",
       "L 768.726562 267.95625 \n",
       "L 768.726562 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 721.760938 244.078125 \n",
       "L 721.760938 22.318125 \n",
       "L 52.160938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m881c0d52d5\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m881c0d52d5\" x=\"173.637119\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(160.912119 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m881c0d52d5\" x=\"298.528363\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(285.803363 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m881c0d52d5\" x=\"423.419606\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(410.694606 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m881c0d52d5\" x=\"548.31085\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(535.58585 258.676562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m881c0d52d5\" x=\"673.202094\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(660.477094 258.676562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"m2238f1df3b\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2238f1df3b\" x=\"52.160938\" y=\"216.069395\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 219.868614) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2238f1df3b\" x=\"52.160938\" y=\"177.358095\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 181.157313) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2238f1df3b\" x=\"52.160938\" y=\"138.646794\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 142.446013) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2238f1df3b\" x=\"52.160938\" y=\"99.935494\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 103.734713) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2238f1df3b\" x=\"52.160938\" y=\"61.224194\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 65.023413) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2238f1df3b\" x=\"52.160938\" y=\"22.512894\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 26.312113) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_12\">\n",
       "     <!-- Stock Market Return -->\n",
       "     <g style=\"fill: #ff0000\" transform=\"translate(14.798438 183.990313) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"394.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"456.103516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"497.216797\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"551.501953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"613.025391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"652.234375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"684.021484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"749.003906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"810.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"849.736328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"913.115234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"952.478516\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_12\">\n",
       "    <path d=\"M 82.597301 161.473166 \n",
       "L 84.990836 101.560185 \n",
       "L 87.640822 175.627053 \n",
       "L 90.205324 145.886074 \n",
       "L 92.855309 171.512076 \n",
       "L 95.419811 131.274882 \n",
       "L 98.069796 137.898311 \n",
       "L 100.719781 110.134192 \n",
       "L 103.284283 141.04045 \n",
       "L 105.934269 159.680556 \n",
       "L 108.498771 136.365533 \n",
       "L 111.148756 116.883441 \n",
       "L 113.798741 106.309026 \n",
       "L 116.192276 126.03689 \n",
       "L 118.842262 138.864336 \n",
       "L 121.406764 96.330629 \n",
       "L 124.056749 84.599022 \n",
       "L 126.621251 131.356438 \n",
       "L 129.271236 152.416286 \n",
       "L 131.921221 127.626749 \n",
       "L 134.485723 116.75931 \n",
       "L 137.135709 119.744214 \n",
       "L 139.700211 83.612421 \n",
       "L 142.350196 32.398125 \n",
       "L 145.000181 122.605045 \n",
       "L 147.393716 125.485725 \n",
       "L 150.043702 97.946499 \n",
       "L 152.608204 58.732503 \n",
       "L 155.258189 111.60017 \n",
       "L 157.822691 165.864758 \n",
       "L 160.472676 72.755414 \n",
       "L 163.122661 73.901259 \n",
       "L 165.687163 113.910466 \n",
       "L 168.337149 110.586104 \n",
       "L 170.901651 209.050775 \n",
       "L 173.551636 107.674767 \n",
       "L 176.201621 203.257105 \n",
       "L 178.68064 141.724524 \n",
       "L 181.330625 216.614384 \n",
       "L 183.895127 114.078171 \n",
       "L 189.109614 217.262298 \n",
       "L 191.7596 133.041218 \n",
       "L 194.409585 191.412997 \n",
       "L 196.974087 155.37389 \n",
       "L 199.624072 233.998125 \n",
       "L 202.188574 106.767111 \n",
       "L 204.838559 149.063402 \n",
       "L 207.488545 102.535864 \n",
       "L 209.88208 120.719098 \n",
       "L 212.532065 84.681252 \n",
       "L 215.096567 121.623812 \n",
       "L 217.746552 114.372253 \n",
       "L 220.311054 90.652622 \n",
       "L 222.96104 79.429242 \n",
       "L 225.611025 223.093126 \n",
       "L 228.175527 122.439574 \n",
       "L 230.825512 108.504285 \n",
       "L 233.390014 112.87458 \n",
       "L 236.039999 128.731817 \n",
       "L 238.689985 172.649149 \n",
       "L 241.08352 130.533621 \n",
       "L 243.733505 131.395259 \n",
       "L 246.298007 168.342254 \n",
       "L 248.947992 176.198216 \n",
       "L 251.512494 167.585998 \n",
       "L 254.16248 100.049609 \n",
       "L 256.812465 138.45599 \n",
       "L 259.376967 136.173426 \n",
       "L 262.026952 91.537157 \n",
       "L 264.591454 159.26534 \n",
       "L 267.241439 140.307705 \n",
       "L 269.891425 141.044125 \n",
       "L 272.28496 122.783247 \n",
       "L 274.934945 135.57393 \n",
       "L 277.499447 140.84141 \n",
       "L 280.149432 160.989314 \n",
       "L 282.713934 136.02086 \n",
       "L 288.013905 157.902648 \n",
       "L 290.578407 170.027896 \n",
       "L 293.228392 120.756589 \n",
       "L 295.792894 159.7947 \n",
       "L 298.44288 160.875752 \n",
       "L 301.092865 122.244715 \n",
       "L 303.571883 115.703113 \n",
       "L 306.221869 165.060173 \n",
       "L 308.786371 115.802784 \n",
       "L 311.436356 142.538408 \n",
       "L 314.000858 162.602393 \n",
       "L 316.650843 159.833875 \n",
       "L 319.300828 148.972237 \n",
       "L 321.86533 131.339458 \n",
       "L 324.515316 141.855154 \n",
       "L 327.079818 155.254887 \n",
       "L 329.729803 82.145406 \n",
       "L 332.379788 118.80775 \n",
       "L 334.773323 141.864865 \n",
       "L 337.423309 159.751873 \n",
       "L 339.987811 148.80829 \n",
       "L 342.637796 116.841016 \n",
       "L 345.202298 192.72439 \n",
       "L 347.852283 135.793141 \n",
       "L 350.502269 118.34171 \n",
       "L 353.06677 124.57452 \n",
       "L 355.716756 144.530052 \n",
       "L 358.281258 124.386801 \n",
       "L 360.931243 156.868389 \n",
       "L 363.581228 153.813132 \n",
       "L 365.974763 134.22554 \n",
       "L 368.624749 142.974824 \n",
       "L 371.189251 139.969975 \n",
       "L 373.839236 136.191948 \n",
       "L 376.403738 136.915501 \n",
       "L 379.053723 109.687923 \n",
       "L 381.703709 135.896723 \n",
       "L 384.26821 113.038882 \n",
       "L 386.918196 129.425334 \n",
       "L 389.482698 96.633762 \n",
       "L 392.132683 59.020563 \n",
       "L 394.782668 141.557311 \n",
       "L 397.176203 126.595787 \n",
       "L 399.826189 87.472989 \n",
       "L 402.390691 66.990762 \n",
       "L 405.040676 123.822562 \n",
       "L 407.605178 166.726661 \n",
       "L 410.255163 194.171167 \n",
       "L 412.905149 187.012014 \n",
       "L 415.469651 157.14641 \n",
       "L 418.119636 96.828476 \n",
       "L 420.684138 131.455146 \n",
       "L 423.334123 128.110004 \n",
       "L 425.984108 226.323047 \n",
       "L 428.463127 145.663359 \n",
       "L 431.113112 93.146277 \n",
       "L 433.677614 147.100619 \n",
       "L 436.327599 141.505691 \n",
       "L 441.542087 132.075568 \n",
       "L 444.192072 124.854463 \n",
       "L 446.756574 148.782902 \n",
       "L 449.406559 126.305611 \n",
       "L 451.971061 119.975914 \n",
       "L 454.621047 156.083394 \n",
       "L 457.271032 131.720609 \n",
       "L 459.664567 128.530198 \n",
       "L 462.314552 140.941962 \n",
       "L 464.879054 146.797465 \n",
       "L 467.52904 143.246021 \n",
       "L 470.093541 129.301728 \n",
       "L 472.743527 128.873265 \n",
       "L 475.393512 128.264739 \n",
       "L 477.958014 140.014034 \n",
       "L 480.607999 133.514479 \n",
       "L 483.172501 147.334004 \n",
       "L 485.822487 139.816119 \n",
       "L 488.472472 118.319432 \n",
       "L 490.866007 163.271542 \n",
       "L 493.515992 149.396469 \n",
       "L 496.080494 149.234407 \n",
       "L 498.73048 136.983915 \n",
       "L 501.294981 169.667409 \n",
       "L 503.944967 134.7069 \n",
       "L 506.594952 158.988934 \n",
       "L 509.159454 124.996098 \n",
       "L 511.809439 168.636441 \n",
       "L 514.373941 140.816774 \n",
       "L 517.023927 152.749656 \n",
       "L 519.673912 124.572639 \n",
       "L 522.067447 85.268735 \n",
       "L 524.717432 118.927521 \n",
       "L 527.281934 140.202381 \n",
       "L 529.93192 161.23721 \n",
       "L 532.496422 127.938987 \n",
       "L 535.146407 144.672693 \n",
       "L 537.796392 144.754777 \n",
       "L 540.360894 136.105152 \n",
       "L 543.010879 135.466146 \n",
       "L 545.575381 146.190652 \n",
       "L 548.225367 114.635377 \n",
       "L 550.875352 147.986639 \n",
       "L 553.35437 151.162 \n",
       "L 556.004356 156.118825 \n",
       "L 558.568858 123.194929 \n",
       "L 561.218843 139.693053 \n",
       "L 563.783345 120.688692 \n",
       "L 566.43333 96.450054 \n",
       "L 571.647818 158.896901 \n",
       "L 574.297803 137.867288 \n",
       "L 576.862305 118.570409 \n",
       "L 579.51229 129.36661 \n",
       "L 582.162275 137.532181 \n",
       "L 584.555811 135.756009 \n",
       "L 587.205796 146.056822 \n",
       "L 589.770298 138.090066 \n",
       "L 592.420283 119.70927 \n",
       "L 594.984785 141.246478 \n",
       "L 597.63477 159.541756 \n",
       "L 600.284756 121.944701 \n",
       "L 602.849258 136.000094 \n",
       "L 605.499243 140.906654 \n",
       "L 608.063745 136.840731 \n",
       "L 610.71373 130.403553 \n",
       "L 613.363715 168.249966 \n",
       "L 615.757251 127.030318 \n",
       "L 618.407236 162.138715 \n",
       "L 620.971738 163.064838 \n",
       "L 623.621723 120.940567 \n",
       "L 626.186225 112.868256 \n",
       "L 628.83621 155.206217 \n",
       "L 631.486196 144.727391 \n",
       "L 634.050698 160.13503 \n",
       "L 636.700683 155.402579 \n",
       "L 639.265185 104.149263 \n",
       "L 641.91517 146.272441 \n",
       "L 644.565155 117.793897 \n",
       "L 646.958691 135.80069 \n",
       "L 649.608676 139.442962 \n",
       "L 652.173178 132.683793 \n",
       "L 654.823163 152.474801 \n",
       "L 657.387665 138.949049 \n",
       "L 660.03765 127.889869 \n",
       "L 662.687636 158.780121 \n",
       "L 665.252138 139.813279 \n",
       "L 667.902123 150.059868 \n",
       "L 670.466625 137.24876 \n",
       "L 673.11661 145.640868 \n",
       "L 675.766596 162.900326 \n",
       "L 678.245614 107.186442 \n",
       "L 680.895599 135.309248 \n",
       "L 683.460101 130.543759 \n",
       "L 686.110087 140.892439 \n",
       "L 688.674589 153.621913 \n",
       "L 691.324574 142.384791 \n",
       "L 691.324574 142.384791 \n",
       "\" clip-path=\"url(#p9182793367)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m143ddc0e76\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #ff0000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p9182793367)\">\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"82.597301\" y=\"161.473166\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"84.990836\" y=\"101.560185\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"87.640822\" y=\"175.627053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"90.205324\" y=\"145.886074\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"92.855309\" y=\"171.512076\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"95.419811\" y=\"131.274882\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"98.069796\" y=\"137.898311\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"100.719781\" y=\"110.134192\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"103.284283\" y=\"141.04045\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"105.934269\" y=\"159.680556\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"108.498771\" y=\"136.365533\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"111.148756\" y=\"116.883441\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"113.798741\" y=\"106.309026\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"116.192276\" y=\"126.03689\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"118.842262\" y=\"138.864336\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"121.406764\" y=\"96.330629\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"124.056749\" y=\"84.599022\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"126.621251\" y=\"131.356438\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"129.271236\" y=\"152.416286\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"131.921221\" y=\"127.626749\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"134.485723\" y=\"116.75931\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"137.135709\" y=\"119.744214\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"139.700211\" y=\"83.612421\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"142.350196\" y=\"32.398125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"145.000181\" y=\"122.605045\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"147.393716\" y=\"125.485725\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"150.043702\" y=\"97.946499\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"152.608204\" y=\"58.732503\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"155.258189\" y=\"111.60017\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"157.822691\" y=\"165.864758\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"160.472676\" y=\"72.755414\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"163.122661\" y=\"73.901259\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"165.687163\" y=\"113.910466\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"168.337149\" y=\"110.586104\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"170.901651\" y=\"209.050775\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"173.551636\" y=\"107.674767\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"176.201621\" y=\"203.257105\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"178.68064\" y=\"141.724524\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"181.330625\" y=\"216.614384\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"183.895127\" y=\"114.078171\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"186.545112\" y=\"165.874923\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"189.109614\" y=\"217.262298\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"191.7596\" y=\"133.041218\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"194.409585\" y=\"191.412997\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"196.974087\" y=\"155.37389\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"199.624072\" y=\"233.998125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"202.188574\" y=\"106.767111\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"204.838559\" y=\"149.063402\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"207.488545\" y=\"102.535864\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"209.88208\" y=\"120.719098\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"212.532065\" y=\"84.681252\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"215.096567\" y=\"121.623812\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"217.746552\" y=\"114.372253\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"220.311054\" y=\"90.652622\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"222.96104\" y=\"79.429242\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"225.611025\" y=\"223.093126\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"228.175527\" y=\"122.439574\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"230.825512\" y=\"108.504285\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"233.390014\" y=\"112.87458\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"236.039999\" y=\"128.731817\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"238.689985\" y=\"172.649149\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"241.08352\" y=\"130.533621\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"243.733505\" y=\"131.395259\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"246.298007\" y=\"168.342254\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"248.947992\" y=\"176.198216\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"251.512494\" y=\"167.585998\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"254.16248\" y=\"100.049609\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"256.812465\" y=\"138.45599\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"259.376967\" y=\"136.173426\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"262.026952\" y=\"91.537157\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"264.591454\" y=\"159.26534\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"267.241439\" y=\"140.307705\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"269.891425\" y=\"141.044125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"272.28496\" y=\"122.783247\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"274.934945\" y=\"135.57393\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"277.499447\" y=\"140.84141\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"280.149432\" y=\"160.989314\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"282.713934\" y=\"136.02086\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"285.36392\" y=\"147.105011\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"288.013905\" y=\"157.902648\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"290.578407\" y=\"170.027896\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"293.228392\" y=\"120.756589\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"295.792894\" y=\"159.7947\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"298.44288\" y=\"160.875752\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"301.092865\" y=\"122.244715\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"303.571883\" y=\"115.703113\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"306.221869\" y=\"165.060173\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"308.786371\" y=\"115.802784\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"311.436356\" y=\"142.538408\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"314.000858\" y=\"162.602393\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"316.650843\" y=\"159.833875\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"319.300828\" y=\"148.972237\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"321.86533\" y=\"131.339458\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"324.515316\" y=\"141.855154\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"327.079818\" y=\"155.254887\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"329.729803\" y=\"82.145406\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"332.379788\" y=\"118.80775\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"334.773323\" y=\"141.864865\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"337.423309\" y=\"159.751873\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"339.987811\" y=\"148.80829\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"342.637796\" y=\"116.841016\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"345.202298\" y=\"192.72439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"347.852283\" y=\"135.793141\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"350.502269\" y=\"118.34171\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"353.06677\" y=\"124.57452\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"355.716756\" y=\"144.530052\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"358.281258\" y=\"124.386801\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"360.931243\" y=\"156.868389\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"363.581228\" y=\"153.813132\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"365.974763\" y=\"134.22554\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"368.624749\" y=\"142.974824\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"371.189251\" y=\"139.969975\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"373.839236\" y=\"136.191948\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"376.403738\" y=\"136.915501\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"379.053723\" y=\"109.687923\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"381.703709\" y=\"135.896723\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"384.26821\" y=\"113.038882\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"386.918196\" y=\"129.425334\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"389.482698\" y=\"96.633762\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"392.132683\" y=\"59.020563\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"394.782668\" y=\"141.557311\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"397.176203\" y=\"126.595787\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"399.826189\" y=\"87.472989\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"402.390691\" y=\"66.990762\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"405.040676\" y=\"123.822562\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"407.605178\" y=\"166.726661\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"410.255163\" y=\"194.171167\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"412.905149\" y=\"187.012014\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"415.469651\" y=\"157.14641\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"418.119636\" y=\"96.828476\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"420.684138\" y=\"131.455146\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"423.334123\" y=\"128.110004\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"425.984108\" y=\"226.323047\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"428.463127\" y=\"145.663359\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"431.113112\" y=\"93.146277\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"433.677614\" y=\"147.100619\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"436.327599\" y=\"141.505691\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"438.892101\" y=\"136.922676\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"441.542087\" y=\"132.075568\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"444.192072\" y=\"124.854463\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"446.756574\" y=\"148.782902\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"449.406559\" y=\"126.305611\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"451.971061\" y=\"119.975914\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"454.621047\" y=\"156.083394\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"457.271032\" y=\"131.720609\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"459.664567\" y=\"128.530198\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"462.314552\" y=\"140.941962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"464.879054\" y=\"146.797465\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"467.52904\" y=\"143.246021\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"470.093541\" y=\"129.301728\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"472.743527\" y=\"128.873265\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"475.393512\" y=\"128.264739\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"477.958014\" y=\"140.014034\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"480.607999\" y=\"133.514479\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"483.172501\" y=\"147.334004\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"485.822487\" y=\"139.816119\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"488.472472\" y=\"118.319432\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"490.866007\" y=\"163.271542\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"493.515992\" y=\"149.396469\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"496.080494\" y=\"149.234407\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"498.73048\" y=\"136.983915\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"501.294981\" y=\"169.667409\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"503.944967\" y=\"134.7069\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"506.594952\" y=\"158.988934\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"509.159454\" y=\"124.996098\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"511.809439\" y=\"168.636441\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"514.373941\" y=\"140.816774\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"517.023927\" y=\"152.749656\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"519.673912\" y=\"124.572639\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"522.067447\" y=\"85.268735\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"524.717432\" y=\"118.927521\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"527.281934\" y=\"140.202381\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"529.93192\" y=\"161.23721\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"532.496422\" y=\"127.938987\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"535.146407\" y=\"144.672693\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"537.796392\" y=\"144.754777\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"540.360894\" y=\"136.105152\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"543.010879\" y=\"135.466146\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"545.575381\" y=\"146.190652\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"548.225367\" y=\"114.635377\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"550.875352\" y=\"147.986639\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"553.35437\" y=\"151.162\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"556.004356\" y=\"156.118825\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"558.568858\" y=\"123.194929\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"561.218843\" y=\"139.693053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"563.783345\" y=\"120.688692\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"566.43333\" y=\"96.450054\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"569.083316\" y=\"128.627498\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"571.647818\" y=\"158.896901\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"574.297803\" y=\"137.867288\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"576.862305\" y=\"118.570409\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"579.51229\" y=\"129.36661\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"582.162275\" y=\"137.532181\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"584.555811\" y=\"135.756009\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"587.205796\" y=\"146.056822\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"589.770298\" y=\"138.090066\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"592.420283\" y=\"119.70927\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"594.984785\" y=\"141.246478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"597.63477\" y=\"159.541756\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"600.284756\" y=\"121.944701\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"602.849258\" y=\"136.000094\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"605.499243\" y=\"140.906654\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"608.063745\" y=\"136.840731\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"610.71373\" y=\"130.403553\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"613.363715\" y=\"168.249966\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"615.757251\" y=\"127.030318\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"618.407236\" y=\"162.138715\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"620.971738\" y=\"163.064838\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"623.621723\" y=\"120.940567\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"626.186225\" y=\"112.868256\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"628.83621\" y=\"155.206217\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"631.486196\" y=\"144.727391\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"634.050698\" y=\"160.13503\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"636.700683\" y=\"155.402579\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"639.265185\" y=\"104.149263\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"641.91517\" y=\"146.272441\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"644.565155\" y=\"117.793897\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"646.958691\" y=\"135.80069\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"649.608676\" y=\"139.442962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"652.173178\" y=\"132.683793\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"654.823163\" y=\"152.474801\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"657.387665\" y=\"138.949049\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"660.03765\" y=\"127.889869\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"662.687636\" y=\"158.780121\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"665.252138\" y=\"139.813279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"667.902123\" y=\"150.059868\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"670.466625\" y=\"137.24876\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"673.11661\" y=\"145.640868\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"675.766596\" y=\"162.900326\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"678.245614\" y=\"107.186442\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"680.895599\" y=\"135.309248\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"683.460101\" y=\"130.543759\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"686.110087\" y=\"140.892439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"688.674589\" y=\"153.621913\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m143ddc0e76\" x=\"691.324574\" y=\"142.384791\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 721.760938 244.078125 \n",
       "L 721.760938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 721.760937 244.078125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160938 22.318125 \n",
       "L 721.760937 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <defs>\n",
       "       <path id=\"m7a03e23ddc\" d=\"M 0 0 \n",
       "L 3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a03e23ddc\" x=\"721.760938\" y=\"209.01351\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 90 -->\n",
       "      <g transform=\"translate(728.760938 212.812728) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-39\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a03e23ddc\" x=\"721.760938\" y=\"165.936587\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(728.760938 169.735805) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a03e23ddc\" x=\"721.760938\" y=\"122.859663\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 110 -->\n",
       "      <g transform=\"translate(728.760938 126.658882) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a03e23ddc\" x=\"721.760938\" y=\"79.78274\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 120 -->\n",
       "      <g transform=\"translate(728.760938 83.581959) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7a03e23ddc\" x=\"721.760938\" y=\"36.705817\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 130 -->\n",
       "      <g transform=\"translate(728.760938 40.505036) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_18\">\n",
       "     <!-- China CCI -->\n",
       "     <g style=\"fill: #0000ff\" transform=\"translate(759.446875 157.527031) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-43\" x=\"317.431641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-43\" x=\"387.255859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"457.080078\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 87.640822 191.78274 \n",
       "L 90.205324 189.628894 \n",
       "L 92.855309 185.751971 \n",
       "L 95.419811 186.61351 \n",
       "L 98.069796 185.751971 \n",
       "L 100.719781 187.044279 \n",
       "L 103.284283 187.044279 \n",
       "L 105.934269 185.751971 \n",
       "L 108.498771 186.18274 \n",
       "L 111.148756 187.044279 \n",
       "L 113.798741 186.61351 \n",
       "L 116.192276 183.598125 \n",
       "L 118.842262 184.028894 \n",
       "L 121.406764 183.598125 \n",
       "L 124.056749 180.151971 \n",
       "L 126.621251 181.444279 \n",
       "L 129.271236 181.875048 \n",
       "L 131.921221 179.721202 \n",
       "L 134.485723 180.58274 \n",
       "L 137.135709 178.428894 \n",
       "L 139.700211 171.967356 \n",
       "L 142.350196 173.259663 \n",
       "L 145.000181 171.536587 \n",
       "L 147.393716 167.228894 \n",
       "L 150.043702 169.81351 \n",
       "L 152.608204 171.967356 \n",
       "L 155.258189 177.136587 \n",
       "L 157.822691 171.105817 \n",
       "L 160.472676 169.81351 \n",
       "L 163.122661 165.936587 \n",
       "L 165.687163 169.38274 \n",
       "L 168.337149 166.367356 \n",
       "L 170.901651 167.228894 \n",
       "L 176.201621 171.536587 \n",
       "L 178.68064 168.090433 \n",
       "L 181.330625 171.967356 \n",
       "L 183.895127 179.721202 \n",
       "L 186.545112 178.428894 \n",
       "L 189.109614 180.58274 \n",
       "M 194.409585 181.01351 \n",
       "L 196.974087 179.290433 \n",
       "L 199.624072 183.167356 \n",
       "L 202.188574 184.890433 \n",
       "L 204.838559 190.921202 \n",
       "L 209.88208 219.351971 \n",
       "L 212.532065 222.367356 \n",
       "L 215.096567 222.367356 \n",
       "L 217.746552 223.228894 \n",
       "L 220.311054 226.675048 \n",
       "L 225.611025 221.505817 \n",
       "L 228.175527 222.367356 \n",
       "L 230.825512 218.490433 \n",
       "L 233.390014 215.475048 \n",
       "L 236.039999 214.61351 \n",
       "L 238.689985 212.890433 \n",
       "L 241.08352 148.791971 \n",
       "L 243.733505 146.121202 \n",
       "L 246.298007 146.551971 \n",
       "L 248.947992 130.61351 \n",
       "L 251.512494 136.644279 \n",
       "L 254.16248 130.61351 \n",
       "L 256.812465 127.598125 \n",
       "L 259.376967 128.890433 \n",
       "L 262.026952 131.905817 \n",
       "L 264.591454 146.595048 \n",
       "L 267.241439 148.10274 \n",
       "L 269.891425 152.58274 \n",
       "L 272.28496 163.351971 \n",
       "L 274.934945 165.936587 \n",
       "L 277.499447 167.444279 \n",
       "L 280.149432 125.788894 \n",
       "L 282.713934 133.628894 \n",
       "L 285.36392 137.505817 \n",
       "L 288.013905 116.828894 \n",
       "L 290.578407 115.105817 \n",
       "L 293.228392 121.136587 \n",
       "L 295.792894 127.81351 \n",
       "L 298.44288 139.01351 \n",
       "L 301.092865 158.570433 \n",
       "L 306.221869 125.831971 \n",
       "L 308.786371 118.85351 \n",
       "L 311.436356 137.635048 \n",
       "L 314.000858 129.407356 \n",
       "L 316.650843 127.727356 \n",
       "L 319.300828 152.065817 \n",
       "L 321.86533 159.647356 \n",
       "L 324.515316 149.998125 \n",
       "L 327.079818 148.490433 \n",
       "L 329.729803 125.745817 \n",
       "L 332.379788 125.444279 \n",
       "L 334.773323 133.198125 \n",
       "L 337.423309 122.428894 \n",
       "L 339.987811 108.644279 \n",
       "L 342.637796 131.905817 \n",
       "L 345.202298 131.044279 \n",
       "L 347.852283 154.305817 \n",
       "L 350.502269 163.78274 \n",
       "L 353.06677 161.628894 \n",
       "L 355.716756 159.044279 \n",
       "L 358.281258 150.859663 \n",
       "L 360.931243 133.628894 \n",
       "L 363.581228 154.305817 \n",
       "L 365.974763 136.644279 \n",
       "L 368.624749 144.398125 \n",
       "L 371.189251 135.78274 \n",
       "L 373.839236 112.951971 \n",
       "L 376.403738 134.059663 \n",
       "L 379.053723 141.81351 \n",
       "L 381.703709 127.598125 \n",
       "L 384.26821 131.475048 \n",
       "L 386.918196 135.78274 \n",
       "L 389.482698 129.751971 \n",
       "L 392.132683 134.921202 \n",
       "L 394.782668 127.167356 \n",
       "L 397.176203 126.736587 \n",
       "L 399.826189 127.167356 \n",
       "L 402.390691 109.936587 \n",
       "L 405.040676 121.567356 \n",
       "L 407.605178 118.98274 \n",
       "L 410.255163 108.21351 \n",
       "L 412.905149 131.475048 \n",
       "L 415.469651 135.868894 \n",
       "L 418.119636 136.644279 \n",
       "L 420.684138 129.321202 \n",
       "L 423.334123 138.367356 \n",
       "L 425.984108 137.505817 \n",
       "L 428.463127 140.951971 \n",
       "L 431.113112 137.505817 \n",
       "L 433.677614 136.21351 \n",
       "L 436.327599 151.290433 \n",
       "L 438.892101 145.690433 \n",
       "L 441.542087 153.875048 \n",
       "L 444.192072 142.244279 \n",
       "L 446.756574 123.721202 \n",
       "L 449.406559 130.18274 \n",
       "L 451.971061 133.198125 \n",
       "L 454.621047 121.998125 \n",
       "L 457.271032 116.398125 \n",
       "L 459.664567 116.398125 \n",
       "L 462.314552 112.521202 \n",
       "L 464.879054 96.151971 \n",
       "L 467.52904 104.767356 \n",
       "L 470.093541 95.290433 \n",
       "L 472.743527 102.61351 \n",
       "L 475.393512 95.290433 \n",
       "L 477.958014 90.98274 \n",
       "L 480.607999 90.121202 \n",
       "L 483.172501 71.598125 \n",
       "L 485.822487 47.044279 \n",
       "L 488.472472 59.967356 \n",
       "L 490.866007 54.367356 \n",
       "L 493.515992 55.228894 \n",
       "L 496.080494 47.905817 \n",
       "L 498.73048 55.228894 \n",
       "L 501.294981 51.78274 \n",
       "L 503.944967 53.505817 \n",
       "L 506.594952 74.61351 \n",
       "L 509.159454 69.01351 \n",
       "L 511.809439 71.598125 \n",
       "L 514.373941 71.598125 \n",
       "L 517.023927 69.875048 \n",
       "L 519.673912 56.951971 \n",
       "L 522.067447 52.644279 \n",
       "L 524.717432 48.767356 \n",
       "L 527.281934 39.721202 \n",
       "L 529.93192 48.767356 \n",
       "L 532.496422 42.305817 \n",
       "L 535.146407 53.075048 \n",
       "L 537.796392 39.290433 \n",
       "L 540.360894 47.044279 \n",
       "L 543.010879 56.521202 \n",
       "L 545.575381 45.321202 \n",
       "L 548.225367 43.167356 \n",
       "L 550.875352 41.444279 \n",
       "L 553.35437 34.121202 \n",
       "L 556.004356 33.690433 \n",
       "L 558.568858 74.61351 \n",
       "L 561.218843 57.38274 \n",
       "L 563.783345 82.798125 \n",
       "L 566.43333 84.951971 \n",
       "L 569.083316 100.890433 \n",
       "L 571.647818 77.198125 \n",
       "L 574.297803 79.351971 \n",
       "L 576.862305 61.690433 \n",
       "L 579.51229 57.38274 \n",
       "L 582.162275 49.628894 \n",
       "L 584.555811 57.38274 \n",
       "L 587.205796 53.936587 \n",
       "L 589.770298 32.398125 \n",
       "L 592.420283 50.921202 \n",
       "L 594.984785 54.367356 \n",
       "L 597.63477 56.521202 \n",
       "L 600.284756 52.644279 \n",
       "L 602.849258 78.059663 \n",
       "L 605.499243 84.090433 \n",
       "L 608.063745 60.398125 \n",
       "L 610.71373 67.290433 \n",
       "L 613.363715 68.58274 \n",
       "L 615.757251 68.151971 \n",
       "L 618.407236 60.398125 \n",
       "L 620.971738 62.98274 \n",
       "L 623.621723 96.151971 \n",
       "L 626.186225 222.798125 \n",
       "L 628.83621 218.921202 \n",
       "L 631.486196 204.705817 \n",
       "L 634.050698 210.736587 \n",
       "L 636.700683 218.059663 \n",
       "L 639.265185 215.905817 \n",
       "L 644.565155 233.998125 \n",
       "L 646.958691 208.58274 \n",
       "L 649.608676 193.075048 \n",
       "L 652.173178 172.828894 \n",
       "L 654.823163 174.551971 \n",
       "L 657.387665 214.61351 \n",
       "L 660.03765 210.305817 \n",
       "L 662.687636 221.075048 \n",
       "L 665.252138 223.659663 \n",
       "L 667.902123 222.798125 \n",
       "L 670.466625 221.075048 \n",
       "L 673.11661 218.059663 \n",
       "L 675.766596 221.936587 \n",
       "L 678.245614 219.351971 \n",
       "L 680.895599 213.751971 \n",
       "L 683.460101 210.736587 \n",
       "L 686.110087 203.844279 \n",
       "L 688.674589 209.875048 \n",
       "L 691.324574 218.921202 \n",
       "L 691.324574 218.921202 \n",
       "\" clip-path=\"url(#p9182793367)\" style=\"fill: none; stroke: #0000ff; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"mceb00bae9c\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #0000ff\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p9182793367)\">\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"87.640822\" y=\"191.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"90.205324\" y=\"189.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"92.855309\" y=\"185.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"95.419811\" y=\"186.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"98.069796\" y=\"185.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"100.719781\" y=\"187.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"103.284283\" y=\"187.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"105.934269\" y=\"185.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"108.498771\" y=\"186.18274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"111.148756\" y=\"187.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"113.798741\" y=\"186.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"116.192276\" y=\"183.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"118.842262\" y=\"184.028894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"121.406764\" y=\"183.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"124.056749\" y=\"180.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"126.621251\" y=\"181.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"129.271236\" y=\"181.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"131.921221\" y=\"179.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"134.485723\" y=\"180.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"137.135709\" y=\"178.428894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"139.700211\" y=\"171.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"142.350196\" y=\"173.259663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"145.000181\" y=\"171.536587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"147.393716\" y=\"167.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"150.043702\" y=\"169.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"152.608204\" y=\"171.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"155.258189\" y=\"177.136587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"157.822691\" y=\"171.105817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"160.472676\" y=\"169.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"163.122661\" y=\"165.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"165.687163\" y=\"169.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"168.337149\" y=\"166.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"170.901651\" y=\"167.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"173.551636\" y=\"169.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"176.201621\" y=\"171.536587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"178.68064\" y=\"168.090433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"181.330625\" y=\"171.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"183.895127\" y=\"179.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"186.545112\" y=\"178.428894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"189.109614\" y=\"180.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"194.409585\" y=\"181.01351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"196.974087\" y=\"179.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"199.624072\" y=\"183.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"202.188574\" y=\"184.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"204.838559\" y=\"190.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"207.488545\" y=\"205.567356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"209.88208\" y=\"219.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"212.532065\" y=\"222.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"215.096567\" y=\"222.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"217.746552\" y=\"223.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"220.311054\" y=\"226.675048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"222.96104\" y=\"224.090433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"225.611025\" y=\"221.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"228.175527\" y=\"222.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"230.825512\" y=\"218.490433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"233.390014\" y=\"215.475048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"236.039999\" y=\"214.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"238.689985\" y=\"212.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"241.08352\" y=\"148.791971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"243.733505\" y=\"146.121202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"246.298007\" y=\"146.551971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"248.947992\" y=\"130.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"251.512494\" y=\"136.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"254.16248\" y=\"130.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"256.812465\" y=\"127.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"259.376967\" y=\"128.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"262.026952\" y=\"131.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"264.591454\" y=\"146.595048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"267.241439\" y=\"148.10274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"269.891425\" y=\"152.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"272.28496\" y=\"163.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"274.934945\" y=\"165.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"277.499447\" y=\"167.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"280.149432\" y=\"125.788894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"282.713934\" y=\"133.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"285.36392\" y=\"137.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"288.013905\" y=\"116.828894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"290.578407\" y=\"115.105817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"293.228392\" y=\"121.136587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"295.792894\" y=\"127.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"298.44288\" y=\"139.01351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"301.092865\" y=\"158.570433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"303.571883\" y=\"143.019663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"306.221869\" y=\"125.831971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"308.786371\" y=\"118.85351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"311.436356\" y=\"137.635048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"314.000858\" y=\"129.407356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"316.650843\" y=\"127.727356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"319.300828\" y=\"152.065817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"321.86533\" y=\"159.647356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"324.515316\" y=\"149.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"327.079818\" y=\"148.490433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"329.729803\" y=\"125.745817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"332.379788\" y=\"125.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"334.773323\" y=\"133.198125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"337.423309\" y=\"122.428894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"339.987811\" y=\"108.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"342.637796\" y=\"131.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"345.202298\" y=\"131.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"347.852283\" y=\"154.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"350.502269\" y=\"163.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"353.06677\" y=\"161.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"355.716756\" y=\"159.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"358.281258\" y=\"150.859663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"360.931243\" y=\"133.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"363.581228\" y=\"154.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"365.974763\" y=\"136.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"368.624749\" y=\"144.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"371.189251\" y=\"135.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"373.839236\" y=\"112.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"376.403738\" y=\"134.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"379.053723\" y=\"141.81351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"381.703709\" y=\"127.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"384.26821\" y=\"131.475048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"386.918196\" y=\"135.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"389.482698\" y=\"129.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"392.132683\" y=\"134.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"394.782668\" y=\"127.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"397.176203\" y=\"126.736587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"399.826189\" y=\"127.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"402.390691\" y=\"109.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"405.040676\" y=\"121.567356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"407.605178\" y=\"118.98274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"410.255163\" y=\"108.21351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"412.905149\" y=\"131.475048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"415.469651\" y=\"135.868894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"418.119636\" y=\"136.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"420.684138\" y=\"129.321202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"423.334123\" y=\"138.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"425.984108\" y=\"137.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"428.463127\" y=\"140.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"431.113112\" y=\"137.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"433.677614\" y=\"136.21351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"436.327599\" y=\"151.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"438.892101\" y=\"145.690433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"441.542087\" y=\"153.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"444.192072\" y=\"142.244279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"446.756574\" y=\"123.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"449.406559\" y=\"130.18274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"451.971061\" y=\"133.198125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"454.621047\" y=\"121.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"457.271032\" y=\"116.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"459.664567\" y=\"116.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"462.314552\" y=\"112.521202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"464.879054\" y=\"96.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"467.52904\" y=\"104.767356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"470.093541\" y=\"95.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"472.743527\" y=\"102.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"475.393512\" y=\"95.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"477.958014\" y=\"90.98274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"480.607999\" y=\"90.121202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"483.172501\" y=\"71.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"485.822487\" y=\"47.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"488.472472\" y=\"59.967356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"490.866007\" y=\"54.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"493.515992\" y=\"55.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"496.080494\" y=\"47.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"498.73048\" y=\"55.228894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"501.294981\" y=\"51.78274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"503.944967\" y=\"53.505817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"506.594952\" y=\"74.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"509.159454\" y=\"69.01351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"511.809439\" y=\"71.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"514.373941\" y=\"71.598125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"517.023927\" y=\"69.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"519.673912\" y=\"56.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"522.067447\" y=\"52.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"524.717432\" y=\"48.767356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"527.281934\" y=\"39.721202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"529.93192\" y=\"48.767356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"532.496422\" y=\"42.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"535.146407\" y=\"53.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"537.796392\" y=\"39.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"540.360894\" y=\"47.044279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"543.010879\" y=\"56.521202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"545.575381\" y=\"45.321202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"548.225367\" y=\"43.167356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"550.875352\" y=\"41.444279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"553.35437\" y=\"34.121202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"556.004356\" y=\"33.690433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"558.568858\" y=\"74.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"561.218843\" y=\"57.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"563.783345\" y=\"82.798125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"566.43333\" y=\"84.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"569.083316\" y=\"100.890433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"571.647818\" y=\"77.198125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"574.297803\" y=\"79.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"576.862305\" y=\"61.690433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"579.51229\" y=\"57.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"582.162275\" y=\"49.628894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"584.555811\" y=\"57.38274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"587.205796\" y=\"53.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"589.770298\" y=\"32.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"592.420283\" y=\"50.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"594.984785\" y=\"54.367356\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"597.63477\" y=\"56.521202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"600.284756\" y=\"52.644279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"602.849258\" y=\"78.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"605.499243\" y=\"84.090433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"608.063745\" y=\"60.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"610.71373\" y=\"67.290433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"613.363715\" y=\"68.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"615.757251\" y=\"68.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"618.407236\" y=\"60.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"620.971738\" y=\"62.98274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"623.621723\" y=\"96.151971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"626.186225\" y=\"222.798125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"628.83621\" y=\"218.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"631.486196\" y=\"204.705817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"634.050698\" y=\"210.736587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"636.700683\" y=\"218.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"639.265185\" y=\"215.905817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"641.91517\" y=\"224.951971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"644.565155\" y=\"233.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"646.958691\" y=\"208.58274\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"649.608676\" y=\"193.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"652.173178\" y=\"172.828894\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"654.823163\" y=\"174.551971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"657.387665\" y=\"214.61351\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"660.03765\" y=\"210.305817\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"662.687636\" y=\"221.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"665.252138\" y=\"223.659663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"667.902123\" y=\"222.798125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"670.466625\" y=\"221.075048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"673.11661\" y=\"218.059663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"675.766596\" y=\"221.936587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"678.245614\" y=\"219.351971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"680.895599\" y=\"213.751971\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"683.460101\" y=\"210.736587\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"686.110087\" y=\"203.844279\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"688.674589\" y=\"209.875048\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#mceb00bae9c\" x=\"691.324574\" y=\"218.921202\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 721.760938 244.078125 \n",
       "L 721.760938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 721.760937 244.078125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 52.160938 22.318125 \n",
       "L 721.760937 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_19\">\n",
       "    <!-- China Stock Market Return and CCI -->\n",
       "    <g transform=\"translate(281.713437 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"317.431641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"380.908203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"420.117188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"481.298828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"536.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"594.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"625.976562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"712.255859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"773.535156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"814.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"868.933594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"930.457031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"969.666016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-52\" x=\"1001.453125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1066.435547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1127.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1167.167969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1230.546875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1269.910156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1333.289062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1365.076172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1426.355469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1489.734375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1553.210938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-43\" x=\"1584.998047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-43\" x=\"1654.822266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-49\" x=\"1724.646484\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_11\">\n",
       "     <path d=\"M 581.176563 59.674375 \n",
       "L 714.760938 59.674375 \n",
       "Q 716.760938 59.674375 716.760938 57.674375 \n",
       "L 716.760938 29.318125 \n",
       "Q 716.760938 27.318125 714.760938 27.318125 \n",
       "L 581.176563 27.318125 \n",
       "Q 579.176563 27.318125 579.176563 29.318125 \n",
       "L 579.176563 57.674375 \n",
       "Q 579.176563 59.674375 581.176563 59.674375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_19\">\n",
       "     <path d=\"M 583.176563 35.416562 \n",
       "L 593.176563 35.416562 \n",
       "L 603.176563 35.416562 \n",
       "\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#m143ddc0e76\" x=\"593.176563\" y=\"35.416562\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_20\">\n",
       "     <!-- Stock Market Return -->\n",
       "     <g transform=\"translate(611.176563 38.916562) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"394.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"456.103516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"497.216797\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"551.501953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"613.025391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"652.234375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"684.021484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"749.003906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"810.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"849.736328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"913.115234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"952.478516\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 583.176563 50.094687 \n",
       "L 593.176563 50.094687 \n",
       "L 603.176563 50.094687 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#mceb00bae9c\" x=\"593.176563\" y=\"50.094687\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_21\">\n",
       "     <!-- CCI -->\n",
       "     <g transform=\"translate(611.176563 53.594687) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-43\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"139.648438\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p9182793367\">\n",
       "   <rect x=\"52.160938\" y=\"22.318125\" width=\"669.6\" height=\"221.76\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import matplotlib.dates as mdates\n",
    "fig, ax1 = plt.subplots(figsize=(12, 4))\n",
    "# 绘制股票市场回报\n",
    "ax1.plot(data_com['Return'], color='r', marker='o', linewidth=1, label='Stock Market Return')\n",
    "ax1.set_ylabel('Stock Market Return', color='r')\n",
    "# 创建副坐标轴\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(data_com['com_index'].shift(2), color='b', marker='o', linewidth=1, label='CCI')\n",
    " #延后两期 实际的cpi匹配return\n",
    "ax2.set_ylabel('China CCI', color='b')\n",
    "# 设置日期格式化\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.AutoDateLocator())\n",
    "# 设置标题\n",
    "plt.title('China Stock Market Return and CCI')\n",
    "#标签设置\n",
    "lines1,labels1=ax1.get_legend_handles_labels()#这行代码获取 ax1 子图的图例句柄（lines）和标签\n",
    "lines2,labels2=ax2.get_legend_handles_labels()#这行代码获取 ax2 子图的图例句柄（lines）和标签\n",
    "ax2.legend(lines1+lines2,labels1+labels2,loc='upper right')\n",
    "#ax2 子图上创建一个图例，合并了 ax1 和 ax2 的图例句柄和标签。\n",
    "# lines1 + lines2 合并了两个子图的线条对象，labels1 + labels2 合并了对应的标签。\n",
    "# loc='upper right' 参数指定图例的位置在图的右上角\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 回归"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 描述"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    235.000000\n",
       "mean       0.006296\n",
       "std        0.073307\n",
       "min       -0.246314\n",
       "25%       -0.030906\n",
       "50%        0.004665\n",
       "75%        0.044857\n",
       "max        0.274464\n",
       "Name: Return, dtype: float64"
      ]
     },
     "execution_count": 439,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data['2005':'2024']['Return'].describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 442,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    234.000000\n",
       "mean     106.300897\n",
       "std       12.800628\n",
       "min       84.200000\n",
       "25%       96.525000\n",
       "50%      106.585000\n",
       "75%      115.925000\n",
       "max      131.000000\n",
       "Name: com_index, dtype: float64"
      ]
     },
     "execution_count": 442,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_com['com_index'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 435,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                 Return   R-squared:                       0.006\n",
      "Model:                            OLS   Adj. R-squared:                  0.002\n",
      "Method:                 Least Squares   F-statistic:                     1.360\n",
      "Date:                Mon, 18 Nov 2024   Prob (F-statistic):              0.245\n",
      "Time:                        10:54:03   Log-Likelihood:                 278.42\n",
      "No. Observations:                 232   AIC:                            -552.8\n",
      "Df Residuals:                     230   BIC:                            -545.9\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0535      0.041      1.319      0.189      -0.026       0.133\n",
      "lag_com       -0.0004      0.000     -1.166      0.245      -0.001       0.000\n",
      "==============================================================================\n",
      "Omnibus:                       17.121   Durbin-Watson:                   1.764\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               45.967\n",
      "Skew:                          -0.215   Prob(JB):                     1.04e-10\n",
      "Kurtosis:                       5.138   Cond. No.                         905.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "data_com1 = smf.ols('Return~lag_com', data=data_com).fit()\n",
    "print(data_com1.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型统计量\n",
    "- **R-squared (R²)**: 0.006，表示模型只能解释0.6%的股票回报率的变异。这是一个非常低的值，说明消费者预期指数对股票回报率的解释能力很弱。\n",
    "- **Adj. R-squared (调整后的R²)**: 0.002，调整后的R²考虑了模型中变量的数量，这个值甚至更低，进一步确认了模型的解释力不足。\n",
    "- **F-statistic**: 1.360，这是用来测试模型整体显著性的统计量。\n",
    "- **Prob (F-statistic)**: 0.245，F统计量的p值远高于0.05，表明我们不能拒绝零假设，即模型中的自变量对因变量没有显著影响。\n",
    "\n",
    "### 系数估计\n",
    "- **Intercept (截距)**: 0.0535，表示当消费者预期指数为0时，预期的股票回报率是5.35%。\n",
    "- **lag_com (消费者预期指数)**: -0.0004，表示消费者预期指数每增加一个单位，股票回报率平均减少0.04%。这个系数的p值为0.245，远高于0.05，表明这个系数在统计上不显著。\n",
    "\n",
    "### 诊断统计量\n",
    "- **Omnibus**: 17.121，测试残差的正态性。\n",
    "- **Prob(Omnibus)**: 0.000，表明残差不符合正态分布。\n",
    "- **Skew (偏度)**: -0.215，表明残差分布有轻微的负偏。\n",
    "- **Kurtosis (峰度)**: 5.138，表明残差分布的尾部比正态分布更重。\n",
    "- **Durbin-Watson**: 1.764，接近2，表明残差之间没有显著的自相关。\n",
    "- **Jarque-Bera (JB)**: 45.967，进一步测试残差的正态性。\n",
    "- **Prob(JB)**: 1.04e-10，非常小，进一步确认残差不符合正态分布。\n",
    "- **Cond. No. (条件数)**: 905，相对较高，但通常在1000以上才会引起对多重共线性的担忧。\n",
    "\n",
    "### 结论\n",
    "1. **模型解释力弱**：R²和调整后的R²都非常低，表明消费者预期指数对股票回报率的解释力很弱。\n",
    "2. **系数不显著**：消费者预期指数的系数在统计上不显著，这意味着我们不能断定消费者预期指数对股票回报率有显著影响。\n",
    "3. **残差非正态**：Omnibus和Jarque-Bera测试的p值都很低，表明残差不符合正态分布，这可能影响模型的可靠性。\n",
    "4. **无显著自相关**：Durbin-Watson统计量接近2，表明残差之间没有显著的自相关。\n",
    "\n",
    "### 建议\n",
    "- **考虑其他变量**：可能需要考虑其他可能影响股票回报率的变量。\n",
    "- **模型改进**：考虑使用不同的模型或方法来提高模型的解释力和预测能力。\n",
    "- **数据转换**：对数据进行转换或使用不同的模型来处理非正态分布的残差。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>Return</td>      <th>  R-squared:         </th> <td>   0.007</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   1.688</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 18 Nov 2024</td> <th>  Prob (F-statistic):</th>  <td> 0.195</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>10:54:03</td>     <th>  Log-Likelihood:    </th> <td>  283.09</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   233</td>      <th>  AIC:               </th> <td>  -562.2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   231</td>      <th>  BIC:               </th> <td>  -555.3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>         <td>HAC</td>       <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>    0.0566</td> <td>    0.041</td> <td>    1.373</td> <td> 0.170</td> <td>   -0.024</td> <td>    0.137</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lcom</th>      <td>   -0.0461</td> <td>    0.036</td> <td>   -1.299</td> <td> 0.194</td> <td>   -0.116</td> <td>    0.023</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>16.301</td> <th>  Durbin-Watson:     </th> <td>   1.761</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  45.233</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.157</td> <th>  Prob(JB):          </th> <td>1.51e-10</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 5.136</td> <th>  Cond. No.          </th> <td>    16.8</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction"
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}    &      Return      & \\textbf{  R-squared:         } &     0.007   \\\\\n",
       "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared:    } &     0.002   \\\\\n",
       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } &     1.688   \\\\\n",
       "\\textbf{Date:}             & Mon, 18 Nov 2024 & \\textbf{  Prob (F-statistic):} &    0.195    \\\\\n",
       "\\textbf{Time:}             &     10:54:03     & \\textbf{  Log-Likelihood:    } &    283.09   \\\\\n",
       "\\textbf{No. Observations:} &         233      & \\textbf{  AIC:               } &    -562.2   \\\\\n",
       "\\textbf{Df Residuals:}     &         231      & \\textbf{  BIC:               } &    -555.3   \\\\\n",
       "\\textbf{Df Model:}         &           1      & \\textbf{                     } &             \\\\\n",
       "\\textbf{Covariance Type:}  &       HAC        & \\textbf{                     } &             \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "                   & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{Intercept} &       0.0566  &        0.041     &     1.373  &         0.170        &       -0.024    &        0.137     \\\\\n",
       "\\textbf{lcom}      &      -0.0461  &        0.036     &    -1.299  &         0.194        &       -0.116    &        0.023     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Omnibus:}       & 16.301 & \\textbf{  Durbin-Watson:     } &    1.761  \\\\\n",
       "\\textbf{Prob(Omnibus):} &  0.000 & \\textbf{  Jarque-Bera (JB):  } &   45.233  \\\\\n",
       "\\textbf{Skew:}          & -0.157 & \\textbf{  Prob(JB):          } & 1.51e-10  \\\\\n",
       "\\textbf{Kurtosis:}      &  5.136 & \\textbf{  Cond. No.          } &     16.8  \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{OLS Regression Results}\n",
       "\\end{center}\n",
       "\n",
       "Notes: \\newline\n",
       " [1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                 Return   R-squared:                       0.007\n",
       "Model:                            OLS   Adj. R-squared:                  0.002\n",
       "Method:                 Least Squares   F-statistic:                     1.688\n",
       "Date:                Mon, 18 Nov 2024   Prob (F-statistic):              0.195\n",
       "Time:                        10:54:03   Log-Likelihood:                 283.09\n",
       "No. Observations:                 233   AIC:                            -562.2\n",
       "Df Residuals:                     231   BIC:                            -555.3\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:                  HAC                                         \n",
       "==============================================================================\n",
       "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept      0.0566      0.041      1.373      0.170      -0.024       0.137\n",
       "lcom          -0.0461      0.036     -1.299      0.194      -0.116       0.023\n",
       "==============================================================================\n",
       "Omnibus:                       16.301   Durbin-Watson:                   1.761\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               45.233\n",
       "Skew:                          -0.157   Prob(JB):                     1.51e-10\n",
       "Kurtosis:                       5.136   Cond. No.                         16.8\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n",
       "\"\"\""
      ]
     },
     "execution_count": 436,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_com['lcom']=data_com['com_index'].shift(1)/100 # 设置新变量lcci滞后一期的百分比\n",
    "model_cci = smf.ols('Return~lcom', data=data_com['2005':'2024-07']).fit(\n",
    "    cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "model_cci.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 总结：\n",
    "这个模型的R平方和调整后的R平方都非常低，表明模型对数据的解释力很弱，消费者预期指数不能有效预测股票收益率。F统计量的p值和各个系数的p值都很高，表明模型中的自变量对因变量没有显著影响。\n",
    "此外，Durbin-Watson值接近2，表明残差没有明显的自相关性。这个模型可能需要重新考虑自变量的选择或者模型的形式。\n",
    "这个表格提供了使用普通最小二乘法（OLS）进行的回归分析的结果，其中因变量是股票回报率（`Return`），自变量是消费者预期指数的滞后一期（`lcom`）。以下是对结果的分析：\n",
    "\n",
    "### 模型统计量\n",
    "- **R-squared (R²)**: 0.007，表示模型只能解释0.7%的股票回报率的变异。这是一个非常低的值，说明消费者预期指数的滞后一期对股票回报率的解释能力很弱。\n",
    "- **Adj. R-squared (调整后的R²)**: 0.002，调整后的R²考虑了模型中变量的数量，这个值甚至更低，进一步确认了模型的解释力不足。\n",
    "- **F-statistic**: 1.688，这是用来测试模型整体显著性的统计量。\n",
    "- **Prob (F-statistic)**: 0.195，F统计量的p值远高于0.05，表明我们不能拒绝零假设，即模型中的自变量对因变量没有显著影响。\n",
    "\n",
    "### 系数估计\n",
    "- **Intercept (截距)**: 0.0566，表示当消费者预期指数滞后一期为0时，预期的股票回报率是5.66%。\n",
    "- **lcom (消费者预期指数滞后一期)**: -0.0461，表示消费者预期指数滞后一期每增加一个单位，股票回报率平均减少4.61%。这个系数的p值为0.194，远高于0.05，表明这个系数在统计上不显著。\n",
    "\n",
    "### 诊断统计量\n",
    "- **Omnibus**: 16.301，测试残差的正态性。\n",
    "- **Prob(Omnibus)**: 0.000，表明残差不符合正态分布。\n",
    "- **Skew (偏度)**: -0.157，表明残差分布有轻微的负偏。\n",
    "- **Kurtosis (峰度)**: 5.138，表明残差分布的尾部比正态分布更重。\n",
    "- **Durbin-Watson**: 1.761，接近2，表明残差之间没有显著的自相关。\n",
    "- **Jarque-Bera (JB)**: 45.233，进一步测试残差的正态性。\n",
    "- **Prob(JB)**: 1.51e-10，非常小，进一步确认残差不符合正态分布。\n",
    "\n",
    "### 结论\n",
    "1. **模型解释力弱**：R²和调整后的R²都非常低，表明消费者预期指数的滞后一期对股票回报率的解释力很弱。\n",
    "2. **系数不显著**：消费者预期指数滞后一期的系数在统计上不显著，这意味着我们不能断定消费者预期指数的滞后一期对股票回报率有显著影响。\n",
    "3. **残差非正态**：Omnibus和Jarque-Bera测试的p值都很低，表明残差不符合正态分布，这可能影响模型的可靠性。\n",
    "4. **无显著自相关**：Durbin-Watson统计量接近2，表明残差之间没有显著的自相关。\n",
    "\n",
    "### 建议\n",
    "- **考虑其他变量**：可能需要考虑其他可能影响股票回报率的变量。\n",
    "- **模型改进**：考虑使用不同的模型或方法来提高模型的解释力和预测能力。\n",
    "- **数据转换**：对数据进行转换或使用不同的模型来处理非正态分布的残差。\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
